From fadebf738ee772b9578e2dca93d5c54a386359d2 Mon Sep 17 00:00:00 2001
From: Capella Edwards <capella.edwards@gmail.com>
Date: Wed, 3 Apr 2024 11:06:06 -0400
Subject: [PATCH] missing files

---
 about/index.html                              | 493 +++++++++
 amp/index.html                                | 823 +++++++++++++++
 amp/page/1/index.html                         |  10 +
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diff --git a/about/index.html b/about/index.html
new file mode 100644
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/">Home</a>
+          </li>
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+            <a class="nav-link" href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <a class="nav-link dropdown-toggle" href="#" role="button" data-toggle="dropdown" aria-haspopup="true"
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+              aria-expanded="false">
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+            </a>
+            <div class="dropdown-menu">
+              
+              <a class="dropdown-item" href="https://neuroneural.github.io/elements/">Elements</a>
+              
+            </div>
+          </li>
+          
+          
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+          
+        </ul>
+
+        
+        
+        <!-- search -->
+        
+        <div class="search ml-lg-4">
+          <div class="search-wrapper-expanded d-flex">
+            <form action="https://neuroneural.github.io/search" class="w-100">
+              <input class="search-box" id="search-query" name="s" type="search" placeholder="" required>
+            </form>
+            <button class="search-btn pl-0 "><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 16 16"><path d="M11.742 10.344a6.5 6.5 0 1 0-1.397 1.398h-.001c.03.04.062.078.098.115l3.85 3.85a1 1 0 0 0 1.415-1.414l-3.85-3.85a1.007 1.007 0 0 0-.115-.1zM12 6.5a5.5 5.5 0 1 1-11 0 5.5 5.5 0 0 1 11 0z"/></svg></button>
+          </div>
+        </div>
+        
+        
+      </div>
+    </nav>
+  </div>
+</header>
+<!-- /navigation -->
+
+<section class="section about-banner overflow-hidden">
+  
+  <img class="background_shape" src="https://neuroneural.github.io/images/banner-shape.png" alt="background shape">
+  
+  
+  <div class="container">
+    <div class="row justify-content-center align-items-center text-center text-lg-left">
+      
+      <div class="col-lg-4">
+        <img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/about.jpg" alt="">
+      </div>
+      
+      <div class="col-lg-7">
+        <div class="block content">
+          <h2 id="sergey-plis-br-strongassiociate-professor-of-cs-at-gsustrong">Sergey Plis <br> <strong>Assiociate Professor of CS at GSU</strong></h2>
+<p>I received my Ph.D.  degree in Computer Science in 2007 from The
+University of New Mexico, Albuquerque, NM, USA.  Currently, I am an
+associate professor of CS at Georgia State University, and the
+Director of Machine Learning core at the TReNDS institute.  My
+research interests within the fields of machine learning, AI, and data
+science lie in developing novel and applying existing techniques and
+approaches to analyzing large scale datasets.  One of my key goals is
+to take advantage of the strengths of multiple data modalities and
+infer structure and patterns that are hard to obtain non-invasively
+and/or that are unavailable for direct observation. Ongoing work is
+focused on inferring multimodal probabilistic and causal descriptions
+based on fusion of fast and slow imaging modalities. This includes
+feature estimation via deep learning-based pattern recognition and
+learning causal graphical models.  Besides academia, I&rsquo;ve led AI
+research teams developing deep tech AI products including NLP and
+speech processing solutions that are currently shipped to customers.
+My research is supported by generous grants from NSF and NIH.</p>
+        </div>
+      </div>
+    </div>
+  </div>
+</section>
+
+
+
+<section class="experiences">
+  <div class="container bg-light">
+    <div class="row justify-content-center">
+      <div class="col-lg-6 text-center mb-5 pb-5">
+        <h2>My Experiences</h2>
+        <p>Are you Developer and recently started your own business and Already made a  to ensure online presence</p>
+      </div>
+    </div>
+    <div class="row experiences-items justify-content-between">
+      
+      
+      
+      <div class="col-lg-5 experiences-item">
+        <div class="card border-0 rounded-0 bg-white" data-item="01">
+          <div class="card-header bg-transparent border-0">
+            <h5 class="border-bottom pb-3">Affinity Design Limited</h5>
+          </div>
+          <div class="card-body py-0 pr-5">
+            <ul class="list-unstyled mb-1">
+              <li class="d-flex mb-2"><span class="text-primary font-weight-bold mr-3">:</span>Front End Developer</li>
+              <li class="d-flex mb-2"><span class="text-primary font-weight-bold mr-3">:</span>2015 Jan - 2017 March</li>
+            </ul>
+          </div>
+        </div>
+      </div>
+      
+      
+      <div class="col-lg-5 experiences-item">
+        <div class="card border-0 rounded-0 bg-white" data-item="02">
+          <div class="card-header bg-transparent border-0">
+            <h5 class="border-bottom pb-3">The coders trust</h5>
+          </div>
+          <div class="card-body py-0 pr-5">
+            <ul class="list-unstyled mb-1">
+              <li class="d-flex mb-2"><span class="text-primary font-weight-bold mr-3">:</span>Front End Developer</li>
+              <li class="d-flex mb-2"><span class="text-primary font-weight-bold mr-3">:</span>2015 Jan - 2017 March</li>
+            </ul>
+          </div>
+        </div>
+      </div>
+      
+      
+      <div class="col-lg-5 experiences-item">
+        <div class="card border-0 rounded-0 bg-white" data-item="03">
+          <div class="card-header bg-transparent border-0">
+            <h5 class="border-bottom pb-3">Gethugothemes</h5>
+          </div>
+          <div class="card-body py-0 pr-5">
+            <ul class="list-unstyled mb-1">
+              <li class="d-flex mb-2"><span class="text-primary font-weight-bold mr-3">:</span>Front End Developer</li>
+              <li class="d-flex mb-2"><span class="text-primary font-weight-bold mr-3">:</span>2015 Jan - 2017 March</li>
+            </ul>
+          </div>
+        </div>
+      </div>
+      
+      
+      <div class="col-lg-5 experiences-item">
+        <div class="card border-0 rounded-0 bg-white" data-item="04">
+          <div class="card-header bg-transparent border-0">
+            <h5 class="border-bottom pb-3">Themefisher</h5>
+          </div>
+          <div class="card-body py-0 pr-5">
+            <ul class="list-unstyled mb-1">
+              <li class="d-flex mb-2"><span class="text-primary font-weight-bold mr-3">:</span>Front End Developer</li>
+              <li class="d-flex mb-2"><span class="text-primary font-weight-bold mr-3">:</span>2015 Jan - 2017 March</li>
+            </ul>
+          </div>
+        </div>
+      </div>
+      
+    </div>
+  </div>
+</section>
+
+
+
+
+
+
+<section class="section pb-0">
+  <div class="container">
+    <div class="row justify-content-center">
+      <div class="col-lg-10">
+        <div class="row">
+          
+          <div class="col-lg-6 mb-4 pb-2">
+            <h3 class="mb-3">My Approach</h3>
+            <div class="content">Lorem ipsum dolor sit amet, consectetur adipisdf bicing elit. Quas offiscs cuque, harum dicta neces sitatrrthr thrth iujhs reprehenderit, delsectsus molesdtiae, impedit alias adipi thsci distinctio volusd ptas. Tempora modi amet volufy jnfyp tatlje  provide nsdv sdvt solusfta consequatur. oresaam ipsum dolor sit amhet, consec dassetur  facere tempore soluta Lorsgem ipsum shghu ugisdvg srgvsrgv vswrgv srgt lias adipi thsci distiio voslusd</div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2">
+            <h3 class="mb-3">My Skills</h3>
+            <div class="content">Lorem ipsum dolor sit amet, consectetur adipisdf bicing elit. Quas offiscs cuque, harum dicta neces sitatrrthr thrth iujhs reprehenderit, delsectsus molesdtiae, impedit alias adipi thsci distinctio volusd ptas. Tempora modi amet volufy jnfyp tatlje  provide nsdv sdvt solusfta consequatur. oresaam ipsum dolor sit amhet, consec dassetur  facere tempore soluta Lorsgem ipsum shghu ugisdvg srgvsrgv vswrgv srgt lias adipi thsci distiio voslusd</div>
+          </div>
+          
+        </div>
+      </div>
+    </div>
+  </div>
+</section>
+
+
+
+
+
+
+<section class="section">
+  <div class="container bg-light py-5">
+    <div class="row justify-content-center mt-5">
+      <div class="col-lg-6 text-center mb-5">
+        <h3>I Am Compatible With This Tools</h3>
+      </div>
+    </div>
+    <div class="row justify-content-center mb-2">
+      <div class="col-lg-10 text-center">
+      
+      <div class="m-4 d-inline-block"><img loading="lazy" src="https://neuroneural.github.io/images/compatibility/01.png" alt="compatibility-image"></div>
+      
+      <div class="m-4 d-inline-block"><img loading="lazy" src="https://neuroneural.github.io/images/compatibility/02.png" alt="compatibility-image"></div>
+      
+      <div class="m-4 d-inline-block"><img loading="lazy" src="https://neuroneural.github.io/images/compatibility/03.png" alt="compatibility-image"></div>
+      
+      <div class="m-4 d-inline-block"><img loading="lazy" src="https://neuroneural.github.io/images/compatibility/04.png" alt="compatibility-image"></div>
+      
+      <div class="m-4 d-inline-block"><img loading="lazy" src="https://neuroneural.github.io/images/compatibility/05.png" alt="compatibility-image"></div>
+      
+      <div class="m-4 d-inline-block"><img loading="lazy" src="https://neuroneural.github.io/images/compatibility/06.png" alt="compatibility-image"></div>
+      
+      <div class="m-4 d-inline-block"><img loading="lazy" src="https://neuroneural.github.io/images/compatibility/07.png" alt="compatibility-image"></div>
+      
+      <div class="m-4 d-inline-block"><img loading="lazy" src="https://neuroneural.github.io/images/compatibility/08.png" alt="compatibility-image"></div>
+      
+      <div class="m-4 d-inline-block"><img loading="lazy" src="https://neuroneural.github.io/images/compatibility/09.png" alt="compatibility-image"></div>
+      
+      <div class="m-4 d-inline-block"><img loading="lazy" src="https://neuroneural.github.io/images/compatibility/10.png" alt="compatibility-image"></div>
+      
+      <div class="m-4 d-inline-block"><img loading="lazy" src="https://neuroneural.github.io/images/compatibility/11.png" alt="compatibility-image"></div>
+      
+      <div class="m-4 d-inline-block"><img loading="lazy" src="https://neuroneural.github.io/images/compatibility/12.png" alt="compatibility-image"></div>
+      
+      </div>
+    </div>
+  </div>
+</section>
+
+
+
+
+
+
+  
+<footer class="py-4 bg-light border-top">
+  <div class="container">
+    <div class="row justify-content-between align-items-center">
+      <div class="col-lg-4 text-center text-lg-left mb-4 mb-lg-0">
+        <a href="https://neuroneural.github.io/" class="d-block"><img loading="lazy" src="https://neuroneural.github.io/images/logo.svg" class="img-fluid" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      </div>
+      <div class="col-lg-4 text-center mb-4 mb-lg-0">
+        <ul class="list-inline mb-0">
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/about/">About</a></li>
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/privacy/">Privacy</a></li>
+          
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+          
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+      <div class="col-lg-4 text-lg-right text-center mb-4 mb-lg-0">
+        <ul class="list-inline social-icon mb-0">
+          
+          <li class="list-inline-item"><a href="https://www.facebook.com/GeorgiaStateUniversity" aria-label="social-profile"><i class="fab fa-facebook"></i></a></li>
+          
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+          
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+          
+          <li class="list-inline-item"><a href="https://www.linkedin.com/in/sergeyplis/" aria-label="social-profile"><i class="fab fa-linkedin"></i></a></li>
+          
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+      sessionStorage.fontsLoaded = true
+    }
+  });
+</script>
+
+
+
+
+
+
+
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+<html lang="en-us"><meta charset="utf-8">
+<title>neuroneural | Sergey Plis, Ph.D.</title>
+
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
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+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/phenotypes.png" alt="Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes">
+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Sep 7, 2022 <span class="mx-1">|</span> 
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Pipeline.png" alt="Pipeline-Invariant Representation Learning for Neuroimaging">
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Aug 27, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" alt="Interpreting models interpreting brain dynamics">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 21, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Schizophrenia.png" alt="Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 11, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Constraint.png" alt="Constraint-Based Causal Structure Learning from Undersampled Graphs">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                May 18, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Neuroimaging.png" alt="Deep learning in neuroimaging: Promises and challenges">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 24, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/introduction_to_dl/">Introduction to Deep Learning</a></h2>
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+                <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
+                Feb 14, 2022 <span class="mx-1">|</span> 
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Path.png" alt="Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jan 1, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/offline.png" alt="Single-shot pruning for offline reinforcement learning">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Dec 31, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Federated.png" alt="Federated analysis of neuroimaging data: A review of the field">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Nov 22, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Tranking%20Brain.png" alt="Tracking whole-brain connectivity dynamics in the resting state">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Mar 1, 2014 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+    <a href="https://neuroneural.github.io/posts/advancedml/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/listen_crossword.jpeg" alt="post-image"></a>
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+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/advancedml/">Advanced Machine Learning</a></h2>
+      <p>Machine learning studies algorithms that build models from data for subsequent use in prediction, …</p>
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+        <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
+        Apr 23, 2021 <span class="mx-1">|</span> 
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+  
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+    <a href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+      <p>Authors : Kseniya Solovyeva, David Danks, Mohammadsajad Abavisani, Sergey Plis</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Feb 20, 2023 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/phenotypes.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+      <p>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Sep 7, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+    </div>
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+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
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+    <a href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Pipeline.png" alt="post-image"></a>
+  </div>
+  
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+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+      <p>Authors : Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey Plis, Vince …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Aug 27, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
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+    </div>
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+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
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+    <a href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" alt="post-image"></a>
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+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+      <p>Authors : Md Rahman, Usman Mahmood, Noah Lewis, Harshvardhan Gazula, Alex Fedorov, Zening Fu, Vince …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jul 21, 2022 <span class="mx-1">|</span> 
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+</head>
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 20, 2023 <span class="mx-1">|</span> 
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/phenotypes.png" alt="Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes">
+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Sep 7, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Pipeline.png" alt="Pipeline-Invariant Representation Learning for Neuroimaging">
+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Aug 27, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" alt="Interpreting models interpreting brain dynamics">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 21, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Schizophrenia.png" alt="Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 11, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Constraint.png" alt="Constraint-Based Causal Structure Learning from Undersampled Graphs">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                May 18, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Neuroimaging.png" alt="Deep learning in neuroimaging: Promises and challenges">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 24, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/introduction_to_dl/">Introduction to Deep Learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
+                Feb 14, 2022 <span class="mx-1">|</span> 
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Path.png" alt="Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jan 1, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <div class="badge">Featured</div>
+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/offline.png" alt="Single-shot pruning for offline reinforcement learning">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Dec 31, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+            <div class="badge">Featured</div>
+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Federated.png" alt="Federated analysis of neuroimaging data: A review of the field">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Nov 22, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
+              </div>
+            </div>
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+            <div class="badge">Featured</div>
+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Tranking%20Brain.png" alt="Tracking whole-brain connectivity dynamics in the resting state">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Mar 1, 2014 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+    <a href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Schizophrenia.png" alt="post-image"></a>
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+  
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+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+      <p>Authors : Xinhui Li, Eloy Geenjaar, Zening Fu, Sergey Plis, Vince Calhoun</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jul 11, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Statelets.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/">Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</a></h2>
+      <p>Authors : Md Abdur Rahaman, Eswar Damaraju, Debbrata K Saha, Sergey M Plis, Vince D Calhoun</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jun 1, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Constraint.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+      <p>Authors : Mohammadsajad Abavisani, David Danks, Sergey Plis
+Publication date : 2022/5/18</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        May 18, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Privacy%E2%80%90preserving.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/">Privacy‐preserving quality control of neuroimaging datasets in federated environments</a></h2>
+      <p>Authors : Debbrata K Saha, Vince D Calhoun, Yuhui Du, Zening Fu, Soo Min Kwon, Anand D Sarwate, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        May 1, 2022 <span class="mx-1">|</span> 
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+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/">Decentralized Brain Age Estimation using MRI Data</a></h2>
+      <p>Authors : Sunitha Basodi, Rajikha Raja, Bhaskar Ray, Harshvardhan Gazula, Anand D Sarwate, Sergey …</p>
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+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Apr 5, 2022 <span class="mx-1">|</span> 
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+</head>
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
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+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 20, 2023 <span class="mx-1">|</span> 
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+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Sep 7, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Pipeline.png" alt="Pipeline-Invariant Representation Learning for Neuroimaging">
+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Aug 27, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" alt="Interpreting models interpreting brain dynamics">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 21, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Schizophrenia.png" alt="Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 11, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Constraint.png" alt="Constraint-Based Causal Structure Learning from Undersampled Graphs">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                May 18, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Neuroimaging.png" alt="Deep learning in neuroimaging: Promises and challenges">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 24, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/introduction_to_dl/">Introduction to Deep Learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Path.png" alt="Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jan 1, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/offline.png" alt="Single-shot pruning for offline reinforcement learning">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Dec 31, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Federated.png" alt="Federated analysis of neuroimaging data: A review of the field">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Nov 22, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+            </div>
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+            <div class="badge">Featured</div>
+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Tranking%20Brain.png" alt="Tracking whole-brain connectivity dynamics in the resting state">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Mar 1, 2014 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+    <a href="https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Map.png" alt="post-image"></a>
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+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/">Geometrically Guided Saliency Maps</a></h2>
+      <p>Authors : Md Mahfuzur Rahman, Noah Lewis, Sergey Plis
+Publication date : 2014/3/1</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Mar 5, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+</article>
+        
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+  
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+    <a href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/imaging%20data.png" alt="post-image"></a>
+  </div>
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+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/">Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</a></h2>
+      <p>Authors : Shile Qi, Rogers F Silva, Daoqiang Zhang, Sergey M Plis, Robyn Miller, Victor M Vergara, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Mar 1, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Neuroimaging.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+      <p>Authors : Weizheng Yan, Gang Qu, Wenxing Hu, Anees Abrol, Biao Cai, Chen Qiao, Sergey M Plis, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Feb 24, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
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+</article>
+        
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+  
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+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/introduction_to_dl/">Introduction to Deep Learning</a></h2>
+      <p>Introduction to Deep Learning Welcome to the introduction to deep learning course!</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
+        Feb 14, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/classes">Classes</a>
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+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Alcohol%20brain.png" alt="post-image"></a>
+  </div>
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+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/">Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></h2>
+      <p>Authors : Harshvardhan Gazula, Kelly Rootes-Murdy, Bharath Holla, Sunitha Basodi, Zuo Zhang, Eric …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jan 1, 2022 <span class="mx-1">|</span> 
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+</head>
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 20, 2023 <span class="mx-1">|</span> 
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+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Sep 7, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Pipeline.png" alt="Pipeline-Invariant Representation Learning for Neuroimaging">
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Aug 27, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" alt="Interpreting models interpreting brain dynamics">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 21, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Schizophrenia.png" alt="Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 11, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Constraint.png" alt="Constraint-Based Causal Structure Learning from Undersampled Graphs">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                May 18, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Neuroimaging.png" alt="Deep learning in neuroimaging: Promises and challenges">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 24, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/introduction_to_dl/">Introduction to Deep Learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
+                Feb 14, 2022 <span class="mx-1">|</span> 
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Path.png" alt="Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jan 1, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/offline.png" alt="Single-shot pruning for offline reinforcement learning">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Dec 31, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Federated.png" alt="Federated analysis of neuroimaging data: A review of the field">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Nov 22, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
+              </div>
+            </div>
+          </article>
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+            <div class="badge">Featured</div>
+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Tranking%20Brain.png" alt="Tracking whole-brain connectivity dynamics in the resting state">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Mar 1, 2014 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+    <a href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Path.png" alt="post-image"></a>
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+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+      <p>Authors : Haleh Falakshahi, Hooman Rokham, Zening Fu, Armin Iraji, Daniel H Mathalon, Judith M Ford, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jan 1, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
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+    <a href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/offline.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+      <p>Authors : Samin Yeasar Arnob, Riyasat Ohib, Sergey Plis, Doina Precup</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Dec 31, 2021 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Federated.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+      <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Nov 22, 2021 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Tranking%20Brain.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+      <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Mar 1, 2014 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+        
+        <h4>Sergey Plis</h4>
+        <div class="content">
+          <p>Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.</p>
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+<section class="section">
+  <div class="container">
+    <div class="row">
+      <div class="col-lg-8 mx-auto px-0">
+        <h2 class="mb-4">Posts by Sergey Plis</h2>
+        <div class="bg-white shadow block">
+          
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Feb 20, 2023 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Kseniya Solovyeva, David Danks, Mohammadsajad Abavisani, Sergey Plis</p>
+  <a href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Sep 7, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, Maria Misiura, R Devon Hjelm, Sergey M Plis, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Aug 27, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey Plis, Vince Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jul 21, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Md Rahman, Usman Mahmood, Noah Lewis, Harshvardhan Gazula, Alex Fedorov, Zening Fu, Vince D Calhoun, Sergey M Plis</p>
+  <a href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jul 11, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Xinhui Li, Eloy Geenjaar, Zening Fu, Sergey Plis, Vince Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/">Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jun 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Md Abdur Rahaman, Eswar Damaraju, Debbrata K Saha, Sergey M Plis, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    May 18, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Mohammadsajad Abavisani, David Danks, Sergey Plis
+Publication date : 2022/5/18</p>
+  <a href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/">Privacy‐preserving quality control of neuroimaging datasets in federated environments</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    May 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Debbrata K Saha, Vince D Calhoun, Yuhui Du, Zening Fu, Soo Min Kwon, Anand D Sarwate, Sandeep R Panta, Sergey M Plis</p>
+  <a href="https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/">Decentralized Brain Age Estimation using MRI Data</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Apr 5, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Sunitha Basodi, Rajikha Raja, Bhaskar Ray, Harshvardhan Gazula, Anand D Sarwate, Sergey Plis, Jingyu Liu, Eric Verner, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/">Geometrically Guided Saliency Maps</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Mar 5, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Md Mahfuzur Rahman, Noah Lewis, Sergey Plis
+Publication date : 2014/3/1</p>
+  <a href="https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/">Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Mar 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Shile Qi, Rogers F Silva, Daoqiang Zhang, Sergey M Plis, Robyn Miller, Victor M Vergara, Rongtao Jiang, Dongmei Zhi, Jing Sui, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Feb 24, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Weizheng Yan, Gang Qu, Wenxing Hu, Anees Abrol, Biao Cai, Chen Qiao, Sergey M Plis, Yu-Ping Wang, Jing Sui, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/">Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jan 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Harshvardhan Gazula, Kelly Rootes-Murdy, Bharath Holla, Sunitha Basodi, Zuo Zhang, Eric Verner, Ross Kelly, Pratima Murthy, Amit Chakrabarti, Debasish Basu, Subodh Bhagyalakshmi Nanjayya, Rajkumar Lenin Singh, Roshan Lourembam Singh, Kartik Kalyanram, Kamakshi Kartik, Kumaran Kalyanaraman, Krishnaveni Ghattu, Rebecca Kuriyan, Sunita Simon Kurpad, Gareth J Barker, Rose Dawn Bharath, Sylvane Desrivieres, Meera Purushottam, Dimitri Papadopoulos Orfanos, Eesha Sharma, Matthew Hickman, Mireille Toledano, Nilakshi Vaidya, Tobias Banaschewski, Arun LW Bokde, Herta Flor, Antoine Grigis, Hugh Garavan, Penny Gowland, Andreas Heinz, Rüdiger Brühl, Jean-Luc Martinot, Marie-Laure Paillère Martinot, Eric Artiges, Frauke Nees, Tomáš Paus, Luise Poustka, Juliane H Fröhner, Lauren Robinson, Michael N Smolka, Henrik Walter, Jeanne Winterer, Robert Whelan, Jessica A Turner, Anand D Sarwate, Sergey M Plis, Vivek Benegal, Gunter Schumann, Vince D Calhoun, IMAGEN Consortium</p>
+  <a href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jan 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Haleh Falakshahi, Hooman Rokham, Zening Fu, Armin Iraji, Daniel H Mathalon, Judith M Ford, Bryon A Mueller, Adrian Preda, Theo GM van Erp, Jessica A Turner, Sergey Plis, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Dec 31, 2021 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Samin Yeasar Arnob, Riyasat Ohib, Sergey Plis, Doina Precup</p>
+  <a href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Nov 22, 2021 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Mar 1, 2014 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+        </div>
+      </div>
+    </div>
+  </div>
+</section>
+
+
+
+  
+<footer class="py-4 bg-light border-top">
+  <div class="container">
+    <div class="row justify-content-between align-items-center">
+      <div class="col-lg-4 text-center text-lg-left mb-4 mb-lg-0">
+        <a href="https://neuroneural.github.io/" class="d-block"><img loading="lazy" src="https://neuroneural.github.io/images/logo.svg" class="img-fluid" alt="neuroneural | Sergey Plis, Ph.D."></a>
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@@ -0,0 +1,340 @@
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/privacy/">Privacy</a></li>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+      <guid>https://neuroneural.github.io/team/william-ashbee/</guid>
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+      <pubDate>Fri, 07 Aug 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/yaorong-xiao/</guid>
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+      <link>https://neuroneural.github.io/team/zafar-iqbal/</link>
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+      <guid>https://neuroneural.github.io/team/zafar-iqbal/</guid>
+      <description></description>
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+      <pubDate>Fri, 11 Nov 2022 05:00:00 +0000</pubDate>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Feb 20, 2023 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
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+  <p>Authors : Kseniya Solovyeva, David Danks, Mohammadsajad Abavisani, Sergey Plis</p>
+  <a href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Sep 7, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, Maria Misiura, R Devon Hjelm, Sergey M Plis, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Aug 27, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey Plis, Vince Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jul 21, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Md Rahman, Usman Mahmood, Noah Lewis, Harshvardhan Gazula, Alex Fedorov, Zening Fu, Vince D Calhoun, Sergey M Plis</p>
+  <a href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jul 11, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Xinhui Li, Eloy Geenjaar, Zening Fu, Sergey Plis, Vince Calhoun</p>
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diff --git a/categories/publications/index.xml b/categories/publications/index.xml
new file mode 100644
index 0000000..fd05073
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+    <title>Publications on neuroneural | Sergey Plis, Ph.D.</title>
+    <link>https://neuroneural.github.io/categories/publications/</link>
+    <description>Recent content in Publications on neuroneural | Sergey Plis, Ph.D.</description>
+    <generator>Hugo -- gohugo.io</generator>
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+      <title>Causal Learning through Deliberate Undersampling</title>
+      <link>https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/</link>
+      <pubDate>Mon, 20 Feb 2023 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/</guid>
+      <description>Authors : Kseniya Solovyeva, David Danks, Mohammadsajad Abavisani, Sergey Plis</description>
+    </item>
+    <item>
+      <title>Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</title>
+      <link>https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/</link>
+      <pubDate>Wed, 07 Sep 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/</guid>
+      <description>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, Maria Misiura, R Devon Hjelm, Sergey M Plis, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Pipeline-Invariant Representation Learning for Neuroimaging</title>
+      <link>https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/</link>
+      <pubDate>Sat, 27 Aug 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/</guid>
+      <description>Authors : Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey Plis, Vince Calhoun</description>
+    </item>
+    <item>
+      <title>Interpreting models interpreting brain dynamics</title>
+      <link>https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/</link>
+      <pubDate>Thu, 21 Jul 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/</guid>
+      <description>Authors : Md Rahman, Usman Mahmood, Noah Lewis, Harshvardhan Gazula, Alex Fedorov, Zening Fu, Vince D Calhoun, Sergey M Plis</description>
+    </item>
+    <item>
+      <title>Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</title>
+      <link>https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/</link>
+      <pubDate>Mon, 11 Jul 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/</guid>
+      <description>Authors : Xinhui Li, Eloy Geenjaar, Zening Fu, Sergey Plis, Vince Calhoun</description>
+    </item>
+    <item>
+      <title>Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</title>
+      <link>https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/</link>
+      <pubDate>Wed, 01 Jun 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/</guid>
+      <description>Authors : Md Abdur Rahaman, Eswar Damaraju, Debbrata K Saha, Sergey M Plis, Vince D Calhoun</description>
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+      <title>Constraint-Based Causal Structure Learning from Undersampled Graphs</title>
+      <link>https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/</link>
+      <pubDate>Wed, 18 May 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/</guid>
+      <description>Authors : Mohammadsajad Abavisani, David Danks, Sergey Plis&#xA;Publication date : 2022/5/18</description>
+    </item>
+    <item>
+      <title>Privacy‐preserving quality control of neuroimaging datasets in federated environments</title>
+      <link>https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/</link>
+      <pubDate>Sun, 01 May 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/</guid>
+      <description>Authors : Debbrata K Saha, Vince D Calhoun, Yuhui Du, Zening Fu, Soo Min Kwon, Anand D Sarwate, Sandeep R Panta, Sergey M Plis</description>
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+      <link>https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/</link>
+      <pubDate>Tue, 05 Apr 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/</guid>
+      <description>Authors : Sunitha Basodi, Rajikha Raja, Bhaskar Ray, Harshvardhan Gazula, Anand D Sarwate, Sergey Plis, Jingyu Liu, Eric Verner, Vince D Calhoun</description>
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+      <title>Geometrically Guided Saliency Maps</title>
+      <link>https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/</link>
+      <pubDate>Sat, 05 Mar 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/</guid>
+      <description>Authors : Md Mahfuzur Rahman, Noah Lewis, Sergey Plis&#xA;Publication date : 2014/3/1</description>
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+      <title>Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</title>
+      <link>https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/</link>
+      <pubDate>Tue, 01 Mar 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/</guid>
+      <description>Authors : Shile Qi, Rogers F Silva, Daoqiang Zhang, Sergey M Plis, Robyn Miller, Victor M Vergara, Rongtao Jiang, Dongmei Zhi, Jing Sui, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Deep learning in neuroimaging: Promises and challenges</title>
+      <link>https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/</link>
+      <pubDate>Thu, 24 Feb 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/</guid>
+      <description>Authors : Weizheng Yan, Gang Qu, Wenxing Hu, Anees Abrol, Biao Cai, Chen Qiao, Sergey M Plis, Yu-Ping Wang, Jing Sui, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</title>
+      <link>https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/</link>
+      <pubDate>Sat, 01 Jan 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/</guid>
+      <description>Authors : Harshvardhan Gazula, Kelly Rootes-Murdy, Bharath Holla, Sunitha Basodi, Zuo Zhang, Eric Verner, Ross Kelly, Pratima Murthy, Amit Chakrabarti, Debasish Basu, Subodh Bhagyalakshmi Nanjayya, Rajkumar Lenin Singh, Roshan Lourembam Singh, Kartik Kalyanram, Kamakshi Kartik, Kumaran Kalyanaraman, Krishnaveni Ghattu, Rebecca Kuriyan, Sunita Simon Kurpad, Gareth J Barker, Rose Dawn Bharath, Sylvane Desrivieres, Meera Purushottam, Dimitri Papadopoulos Orfanos, Eesha Sharma, Matthew Hickman, Mireille Toledano, Nilakshi Vaidya, Tobias Banaschewski, Arun LW Bokde, Herta Flor, Antoine Grigis, Hugh Garavan, Penny Gowland, Andreas Heinz, Rüdiger Brühl, Jean-Luc Martinot, Marie-Laure Paillère Martinot, Eric Artiges, Frauke Nees, Tomáš Paus, Luise Poustka, Juliane H Fröhner, Lauren Robinson, Michael N Smolka, Henrik Walter, Jeanne Winterer, Robert Whelan, Jessica A Turner, Anand D Sarwate, Sergey M Plis, Vivek Benegal, Gunter Schumann, Vince D Calhoun, IMAGEN Consortium</description>
+    </item>
+    <item>
+      <title>Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</title>
+      <link>https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/</link>
+      <pubDate>Sat, 01 Jan 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/</guid>
+      <description>Authors : Haleh Falakshahi, Hooman Rokham, Zening Fu, Armin Iraji, Daniel H Mathalon, Judith M Ford, Bryon A Mueller, Adrian Preda, Theo GM van Erp, Jessica A Turner, Sergey Plis, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Single-shot pruning for offline reinforcement learning</title>
+      <link>https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/</link>
+      <pubDate>Fri, 31 Dec 2021 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/</guid>
+      <description>Authors : Samin Yeasar Arnob, Riyasat Ohib, Sergey Plis, Doina Precup</description>
+    </item>
+    <item>
+      <title>Federated analysis of neuroimaging data: A review of the field</title>
+      <link>https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/</link>
+      <pubDate>Mon, 22 Nov 2021 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/</guid>
+      <description>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Tracking whole-brain connectivity dynamics in the resting state</title>
+      <link>https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/</link>
+      <pubDate>Sat, 01 Mar 2014 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/</guid>
+      <description>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</description>
+    </item>
+  </channel>
+</rss>
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+    <title>https://neuroneural.github.io/categories/publications/</title>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+  .notices p svg {
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+    top: 7px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
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+  .notices p svg {
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+    top: 7px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/">Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Mar 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+  <p>Authors : Shile Qi, Rogers F Silva, Daoqiang Zhang, Sergey M Plis, Robyn Miller, Victor M Vergara, Rongtao Jiang, Dongmei Zhi, Jing Sui, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/" class="btn btn-sm btn-transparent pl-0">read more</a>
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+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Feb 24, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+  <a href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/" class="btn btn-sm btn-transparent pl-0">read more</a>
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+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/">Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jan 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+  <a href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/" class="btn btn-sm btn-transparent pl-0">read more</a>
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+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
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+  <p>Authors : Haleh Falakshahi, Hooman Rokham, Zening Fu, Armin Iraji, Daniel H Mathalon, Judith M Ford, Bryon A Mueller, Adrian Preda, Theo GM van Erp, Jessica A Turner, Sergey Plis, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/" class="btn btn-sm btn-transparent pl-0">read more</a>
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+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Dec 31, 2021 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+  .notices p svg {
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+    top: 7px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/">Home</a>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/team">Team</a>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/categories/publications">Publications</a>
+          </li>
+          
+          
+          
+          <li class="nav-item dropdown">
+            <a class="nav-link dropdown-toggle" href="#" role="button" data-toggle="dropdown" aria-haspopup="true"
+              aria-expanded="false">
+              Categories
+            </a>
+            <div class="dropdown-menu">
+              
+              <a class="dropdown-item" href="https://neuroneural.github.io/tags">Tag</a>
+              
+            </div>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/categories/classes">Classes</a>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/contact">Contact</a>
+          </li>
+          
+          
+          
+          <li class="nav-item dropdown">
+            <a class="nav-link dropdown-toggle" href="#" role="button" data-toggle="dropdown" aria-haspopup="true"
+              aria-expanded="false">
+              Blog
+            </a>
+            <div class="dropdown-menu">
+              
+              <a class="dropdown-item" href="https://neuroneural.github.io/elements/">Elements</a>
+              
+            </div>
+          </li>
+          
+          
+
+          
+          
+        </ul>
+
+        
+        
+        <!-- search -->
+        
+        <div class="search ml-lg-4">
+          <div class="search-wrapper-expanded d-flex">
+            <form action="https://neuroneural.github.io/search" class="w-100">
+              <input class="search-box" id="search-query" name="s" type="search" placeholder="" required>
+            </form>
+            <button class="search-btn pl-0 "><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 16 16"><path d="M11.742 10.344a6.5 6.5 0 1 0-1.397 1.398h-.001c.03.04.062.078.098.115l3.85 3.85a1 1 0 0 0 1.415-1.414l-3.85-3.85a1.007 1.007 0 0 0-.115-.1zM12 6.5a5.5 5.5 0 1 1-11 0 5.5 5.5 0 0 1 11 0z"/></svg></button>
+          </div>
+        </div>
+        
+        
+      </div>
+    </nav>
+  </div>
+</header>
+<!-- /navigation -->
+
+<section class="section">
+  <div class="container">
+    <div class="row justify-content-between">
+      <div class="col-lg-5">
+        <h2 class="mb-4">Contact Us</h2>
+        <div class="content"><p>If you have any questions, comments, or inquiries, please feel free to contact me. Let me be up front, I do not promise that I will respond as your request may be buried in a pile of daily correspondence. Do not hesitate to be persistent and send me multiple requests if you really need my attention.</p>
+</div>
+        <form method="POST" action="#" class="row">
+          <div class="col-md-6">
+            <input type="text" class="form-control mb-4" placeholder="Name" name="name" id="name">
+          </div>
+          <div class="col-md-6">
+            <input type="email" class="form-control mb-4" placeholder="Email" name="email" id="email">
+          </div>
+          <div class="col-12">
+            <input type="text" class="form-control mb-4" placeholder="Subject" name="subject" id="subject">
+          </div>
+          <div class="col-12">
+            <textarea name="message" id="message" class="form-control mb-4" placeholder="Type You Message Here"
+              rows="5"></textarea>
+          </div>
+          <div class="col-12">
+            <button class="btn btn-primary btn-block" type="submit">Send</button>
+          </div>
+        </form>
+      </div>
+      
+      <div class="col-lg-6 text-md-right">
+        <img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/contact.svg" alt="Contact Us">
+      </div>
+      
+    </div>
+  </div>
+</section>
+
+
+  
+<footer class="py-4 bg-light border-top">
+  <div class="container">
+    <div class="row justify-content-between align-items-center">
+      <div class="col-lg-4 text-center text-lg-left mb-4 mb-lg-0">
+        <a href="https://neuroneural.github.io/" class="d-block"><img loading="lazy" src="https://neuroneural.github.io/images/logo.svg" class="img-fluid" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      </div>
+      <div class="col-lg-4 text-center mb-4 mb-lg-0">
+        <ul class="list-inline mb-0">
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/about/">About</a></li>
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/privacy/">Privacy</a></li>
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/terms-conditions/">Terms &amp; Conditions</a></li>
+          
+        </ul>
+      </div>
+      <div class="col-lg-4 text-lg-right text-center mb-4 mb-lg-0">
+        <ul class="list-inline social-icon mb-0">
+          
+          <li class="list-inline-item"><a href="https://www.facebook.com/GeorgiaStateUniversity" aria-label="social-profile"><i class="fab fa-facebook"></i></a></li>
+          
+          <li class="list-inline-item"><a href="https://twitter.com/PlisSergey" aria-label="social-profile"><i class="fab fa-twitter"></i></a></li>
+          
+          <li class="list-inline-item"><a href="https://github.com/neuroneural" aria-label="social-profile"><i class="fab fa-github"></i></a></li>
+          
+          <li class="list-inline-item"><a href="https://www.linkedin.com/in/sergeyplis/" aria-label="social-profile"><i class="fab fa-linkedin"></i></a></li>
+          
+        </ul>
+      </div>
+    </div>
+    <div class="text-center mt-4">
+      <span></span>
+    </div>
+  </div>
+</footer>
+
+  
+<script src="https://cdn.jsdelivr.net/gh/theprojectsomething/webfontloader@feature/google-fonts-v2/webfontloader.js"></script>
+
+
+<script>
+  WebFont.load({
+    google: {
+      api: 'https://fonts.googleapis.com/css2',
+      families: ['PT Sans:wght@400;700&display=swap'],
+      version: 2
+    },
+    active: () => {
+      sessionStorage.fontsLoaded = true
+    }
+  });
+</script>
+
+
+
+
+
+
+
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+
+
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+
+
+
+
+
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+
+
+<script src="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.2/js/all.min.js" type="application/javascript" crossorigin='anonymous' defer='defer' data-search-pseudo-elements></script>
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+
+
+</body>
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+</html>
\ No newline at end of file
diff --git a/elements/index.html b/elements/index.html
new file mode 100644
index 0000000..e179e18
--- /dev/null
+++ b/elements/index.html
@@ -0,0 +1,525 @@
+<!DOCTYPE html>
+<html lang="en-us"><meta charset="utf-8">
+<title>Elements</title>
+
+<meta name="author" content="Themefisher">
+<meta name="description" content="this is meta description">
+
+
+
+<meta name="author" content="Themefisher">
+<meta name="generator" content="Hugo 0.124.0">
+
+<!-- mobile responsive meta -->
+<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=5">
+
+<!-- Favicon -->
+<link rel="icon" href="https://neuroneural.github.io/images/favicon.png" type="image/x-icon">
+
+
+
+
+
+<head>
+  <meta charset="utf-8">
+<title>Elements</title>
+
+<meta name="author" content="Themefisher">
+<meta name="description" content="this is meta description">
+
+
+
+<meta name="author" content="Themefisher">
+<meta name="generator" content="Hugo 0.124.0">
+
+<!-- mobile responsive meta -->
+<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=5">
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+<!-- Favicon -->
+<link rel="icon" href="https://neuroneural.github.io/images/favicon.png" type="image/x-icon">
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+<style crossorigin="anonymous" media="all" type="text/css" integrity="sha512-cQgr1rYvgjGBCFdF6U1ftm71Ko1xIO6P69RdtqewTmdkdQOYpmSlVEr42ojUMlhRS6H6iRmnYLttyC593Vi3pw==">/*!* Bootstrap v4.6.0 (https://getbootstrap.com/)
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/">Home</a>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/team">Team</a>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/categories/publications">Publications</a>
+          </li>
+          
+          
+          
+          <li class="nav-item dropdown">
+            <a class="nav-link dropdown-toggle" href="#" role="button" data-toggle="dropdown" aria-haspopup="true"
+              aria-expanded="false">
+              Categories
+            </a>
+            <div class="dropdown-menu">
+              
+              <a class="dropdown-item" href="https://neuroneural.github.io/tags">Tag</a>
+              
+            </div>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/categories/classes">Classes</a>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/contact">Contact</a>
+          </li>
+          
+          
+          
+          <li class="nav-item dropdown">
+            <a class="nav-link dropdown-toggle" href="#" role="button" data-toggle="dropdown" aria-haspopup="true"
+              aria-expanded="false">
+              Blog
+            </a>
+            <div class="dropdown-menu">
+              
+              <a class="dropdown-item" href="https://neuroneural.github.io/elements/">Elements</a>
+              
+            </div>
+          </li>
+          
+          
+
+          
+          
+        </ul>
+
+        
+        
+        <!-- search -->
+        
+        <div class="search ml-lg-4">
+          <div class="search-wrapper-expanded d-flex">
+            <form action="https://neuroneural.github.io/search" class="w-100">
+              <input class="search-box" id="search-query" name="s" type="search" placeholder="" required>
+            </form>
+            <button class="search-btn pl-0 "><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 16 16"><path d="M11.742 10.344a6.5 6.5 0 1 0-1.397 1.398h-.001c.03.04.062.078.098.115l3.85 3.85a1 1 0 0 0 1.415-1.414l-3.85-3.85a1.007 1.007 0 0 0-.115-.1zM12 6.5a5.5 5.5 0 1 1-11 0 5.5 5.5 0 0 1 11 0z"/></svg></button>
+          </div>
+        </div>
+        
+        
+      </div>
+    </nav>
+  </div>
+</header>
+<!-- /navigation -->
+
+
+
+
+<section class="section">
+  <div class="container">
+    <div class="row justify-content-center">
+      <div class="col-lg-10">
+        <div class="content">
+          <h4 id="heading-example">Heading example</h4>
+<p>Here is example of hedings. You can use this heading by following markdownify rules. For example: use <code>#</code> for heading 1 and use <code>######</code> for heading 6.</p>
+<h1 id="heading-1">Heading 1</h1>
+<h2 id="heading-2">Heading 2</h2>
+<h3 id="heading-3">Heading 3</h3>
+<h4 id="heading-4">Heading 4</h4>
+<h5 id="heading-5">Heading 5</h5>
+<h6 id="heading-6">Heading 6</h6>
+<hr>
+<h5 id="emphasis">Emphasis</h5>
+<p>Emphasis, aka italics, with <em>asterisks</em> or <em>underscores</em>.</p>
+<p>Strong emphasis, aka bold, with <strong>asterisks</strong> or <strong>underscores</strong>.</p>
+<p>Combined emphasis with <strong>asterisks and <em>underscores</em></strong>.</p>
+<p>Strikethrough uses two tildes. <del>Scratch this.</del></p>
+<hr>
+<h5 id="link">Link</h5>
+<p><a href="https://www.google.com">I&rsquo;m an inline-style link</a></p>
+<p><a href="https://www.google.com" title="Google's Homepage">I&rsquo;m an inline-style link with title</a></p>
+<p><a href="https://www.themefisher.com">I&rsquo;m a reference-style link</a></p>
+<p><a href="../blob/master/LICENSE">I&rsquo;m a relative reference to a repository file</a></p>
+<p><a href="https://gethugothemes.com">You can use numbers for reference-style link definitions</a></p>
+<p>Or leave it empty and use the <a href="https://www.getjekyllthemes.com">link text itself</a>.</p>
+<p>URLs and URLs in angle brackets will automatically get turned into links.
+<a href="http://www.example.com">http://www.example.com</a> or <a href="http://www.example.com">http://www.example.com</a> and sometimes
+example.com (but not on Github, for example).</p>
+<p>Some text to show that the reference links can follow later.</p>
+<hr>
+<h5 id="paragraph">Paragraph</h5>
+<p>Lorem ipsum dolor sit amet consectetur adipisicing elit. Quam nihil enim maxime corporis cumque totam aliquid nam sint inventore optio modi neque laborum officiis necessitatibus, facilis placeat pariatur! Voluptatem, sed harum pariatur adipisci voluptates voluptatum cumque, porro sint minima similique magni perferendis fuga! Optio vel ipsum excepturi tempore reiciendis id quidem? Vel in, doloribus debitis nesciunt fugit sequi magnam accusantium modi neque quis, vitae velit, pariatur harum autem a! Velit impedit atque maiores animi possimus asperiores natus repellendus excepturi sint architecto eligendi non, omnis nihil. Facilis, doloremque illum. Fugit optio laborum minus debitis natus illo perspiciatis corporis voluptatum rerum laboriosam.</p>
+<hr>
+<h5 id="ordered-list">Ordered List</h5>
+<ol>
+<li>List item</li>
+<li>List item</li>
+<li>List item</li>
+<li>List item</li>
+<li>List item</li>
+</ol>
+<hr>
+<h5 id="unordered-list">Unordered List</h5>
+<ul>
+<li>List item</li>
+<li>List item</li>
+<li>List item</li>
+<li>List item</li>
+<li>List item</li>
+</ul>
+<hr>
+<h4 id="notice">Notice</h4>
+
+
+<div class="notices note" ><p>This is a simple note.</p></div>
+
+
+
+<div class="notices tip" ><p>This is a simple tip.</p></div>
+
+
+
+<div class="notices info" ><p>This is a simple info.</p></div>
+
+<h4 id="tab">Tab</h4>
+
+
+<div class="code-tabs">
+  <ul class="nav nav-tabs"></ul>
+  <div class="tab-content">
+
+  
+
+<div class="tab-pane" title="first">
+  
+   This is first tab
+  
+</div>
+
+  
+
+<div class="tab-pane" title="second">
+  
+  this is second tab
+  
+</div>
+
+  
+
+<div class="tab-pane" title="third">
+  
+  this is third tab
+  
+</div>
+
+</div>
+</div>
+<hr>
+<h3 id="collapse">Collapse</h3>
+
+
+<div class="border border-default collapse-wrapper">
+  <a class="d-flex p-2 collapse-head" data-toggle="collapse" href="#collapse-1" role="button">
+    collapse 1 <i class="las la-plus ml-auto"></i>
+  </a>
+  <div class="collapse" id="collapse-1"><div class="p-2">This is a simple collapse</div></div>
+</div>
+
+
+<div class="border border-default collapse-wrapper">
+  <a class="d-flex p-2 collapse-head" data-toggle="collapse" href="#collapse-2" role="button">
+    collapse 2 <i class="las la-plus ml-auto"></i>
+  </a>
+  <div class="collapse" id="collapse-2"><div class="p-2">This is a simple collapse</div></div>
+</div>
+
+
+<div class="border border-default collapse-wrapper">
+  <a class="d-flex p-2 collapse-head" data-toggle="collapse" href="#collapse-3" role="button">
+    collapse 3 <i class="las la-plus ml-auto"></i>
+  </a>
+  <div class="collapse" id="collapse-3"><div class="p-2">This is a simple collapse</div></div>
+</div>
+<hr>
+<h5 id="code-and-syntax-highlighting">Code and Syntax Highlighting</h5>
+<p>Inline <code>code</code> has <code>back-ticks around</code> it.</p>
+<div class="highlight"><pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;"><code class="language-javascript" data-lang="javascript"><span style="display:flex;"><span><span style="color:#66d9ef">var</span> <span style="color:#a6e22e">s</span> <span style="color:#f92672">=</span> <span style="color:#e6db74">&#34;JavaScript syntax highlighting&#34;</span>;
+</span></span><span style="display:flex;"><span><span style="color:#a6e22e">alert</span>(<span style="color:#a6e22e">s</span>);
+</span></span></code></pre></div><div class="highlight"><pre tabindex="0" style="color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;"><code class="language-python" data-lang="python"><span style="display:flex;"><span>s <span style="color:#f92672">=</span> <span style="color:#e6db74">&#34;Python syntax highlighting&#34;</span>
+</span></span><span style="display:flex;"><span>print s
+</span></span></code></pre></div><hr>
+<h5 id="blockquote">Blockquote</h5>
+<blockquote>
+<p>This is a blockquote example.</p>
+</blockquote>
+<hr>
+<h5 id="inline-html">Inline HTML</h5>
+<p>You can also use raw HTML in your Markdown, and it&rsquo;ll mostly work pretty well.</p>
+<dl>
+  <dt>Definition list</dt>
+  <dd>Is something people use sometimes.</dd>
+  <dt>Markdown in HTML</dt>
+  <dd>Does *not* work **very** well. Use HTML <em>tags</em>.</dd>
+</dl>
+<hr>
+<h5 id="tables">Tables</h5>
+<p>Colons can be used to align columns.</p>
+<table>
+<thead>
+<tr>
+<th>Tables</th>
+<th style="text-align:center">Are</th>
+<th style="text-align:right">Cool</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>col 3 is</td>
+<td style="text-align:center">right-aligned</td>
+<td style="text-align:right">$1600</td>
+</tr>
+<tr>
+<td>col 2 is</td>
+<td style="text-align:center">centered</td>
+<td style="text-align:right">$12</td>
+</tr>
+<tr>
+<td>zebra stripes</td>
+<td style="text-align:center">are neat</td>
+<td style="text-align:right">$1</td>
+</tr>
+</tbody>
+</table>
+<p>There must be at least 3 dashes separating each header cell.
+The outer pipes (|) are optional, and you don&rsquo;t need to make the
+raw Markdown line up prettily. You can also use inline Markdown.</p>
+<table>
+<thead>
+<tr>
+<th>Markdown</th>
+<th>Less</th>
+<th>Pretty</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><em>Still</em></td>
+<td><code>renders</code></td>
+<td><strong>nicely</strong></td>
+</tr>
+<tr>
+<td>1</td>
+<td>2</td>
+<td>3</td>
+</tr>
+</tbody>
+</table>
+<hr>
+<h5 id="image">Image</h5>
+<p><img alt="image" src="../..images/post/post-2.jpg">
+<img alt="image" src="../..images/post/post-1.jpg"></p>
+<hr>
+<h5 id="youtube-video">Youtube video</h5>
+
+<div style="position: relative; padding-bottom: 56.25%; height: 0; overflow: hidden;">
+  <iframe src="https://www.youtube.com/embed/C0DPdy98e4c" style="position: absolute; top: 0; left: 0; width: 100%; height: 100%; border:0;" allowfullscreen title="YouTube Video"></iframe>
+</div>
+
+
+        </div>
+      </div>
+    </div>
+  </div>
+</section>
+
+
+
+
+  
+<footer class="py-4 bg-light border-top">
+  <div class="container">
+    <div class="row justify-content-between align-items-center">
+      <div class="col-lg-4 text-center text-lg-left mb-4 mb-lg-0">
+        <a href="https://neuroneural.github.io/" class="d-block"><img loading="lazy" src="https://neuroneural.github.io/images/logo.svg" class="img-fluid" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      </div>
+      <div class="col-lg-4 text-center mb-4 mb-lg-0">
+        <ul class="list-inline mb-0">
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/about/">About</a></li>
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/privacy/">Privacy</a></li>
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/terms-conditions/">Terms &amp; Conditions</a></li>
+          
+        </ul>
+      </div>
+      <div class="col-lg-4 text-lg-right text-center mb-4 mb-lg-0">
+        <ul class="list-inline social-icon mb-0">
+          
+          <li class="list-inline-item"><a href="https://www.facebook.com/GeorgiaStateUniversity" aria-label="social-profile"><i class="fab fa-facebook"></i></a></li>
+          
+          <li class="list-inline-item"><a href="https://twitter.com/PlisSergey" aria-label="social-profile"><i class="fab fa-twitter"></i></a></li>
+          
+          <li class="list-inline-item"><a href="https://github.com/neuroneural" aria-label="social-profile"><i class="fab fa-github"></i></a></li>
+          
+          <li class="list-inline-item"><a href="https://www.linkedin.com/in/sergeyplis/" aria-label="social-profile"><i class="fab fa-linkedin"></i></a></li>
+          
+        </ul>
+      </div>
+    </div>
+    <div class="text-center mt-4">
+      <span></span>
+    </div>
+  </div>
+</footer>
+
+  
+<script src="https://cdn.jsdelivr.net/gh/theprojectsomething/webfontloader@feature/google-fonts-v2/webfontloader.js"></script>
+
+
+<script>
+  WebFont.load({
+    google: {
+      api: 'https://fonts.googleapis.com/css2',
+      families: ['PT Sans:wght@400;700&display=swap'],
+      version: 2
+    },
+    active: () => {
+      sessionStorage.fontsLoaded = true
+    }
+  });
+</script>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+<script src="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.2/js/all.min.js" type="application/javascript" crossorigin='anonymous' defer='defer' data-search-pseudo-elements></script>
+
+
+
+
+<script crossorigin="anonymous" defer="defer" data-turbolinks-suppress-warning integrity="sha512-aM5&#43;2MhpPViERywv3SopyAtpVq1CnhoinLBgnDDyql0lTnvhFcMmG1NxECWhFsLkxNgL5tgcxUucdSvM6tUK&#43;w==" type="application/javascript">(function(e){"use strict";e(window).on("load",function(){e(".preloader").fadeOut(100)}),e(window).scroll(function(){e(".navigation").offset().top>1?e(".navigation").addClass("nav-bg"):e(".navigation").removeClass("nav-bg")}),e("#searchOpen").on("click",function(){e(".search-wrapper").addClass("open"),setTimeout(function(){e(".search-box").focus()},400)}),e("#searchClose").on("click",function(){e(".search-wrapper").removeClass("open")}),e(".tab-content").find(".tab-pane").each(function(){var s=e(this).closest(".code-tabs").find(".nav-tabs"),o=e(this).attr("title");s.append('<li class="nav-item"><a class="nav-link" href="#">'+o+"</a></li>")}),e(".code-tabs ul.nav-tabs").each(function(){e(this).find("li:first").addClass("active")}),e(".code-tabs .tab-content").each(function(){e(this).find("div:first").addClass("active")}),e(".nav-tabs a").click(function(t){t.preventDefault();var n=e(this).parent(),o=n.index(),s=e(this).closest(".code-tabs"),i=s.find(".tab-pane").eq(o);s.find(".active").removeClass("active"),n.addClass("active"),i.addClass("active")}),e(".collapse").on("shown.bs.collapse",function(){e(this).parent().find(".fas fa-plus").removeClass("fas fa-plus").addClass("fas fa-minus")}).on("hidden.bs.collapse",function(){e(this).parent().find(".fas fa-minus").removeClass("fas fa-minus").addClass("fas fa-plus")});function t(){e(".slider-block").slick({dots:!1,arrows:!0,infinite:!0,speed:400,slidesToShow:3,slidesToScroll:1,adaptiveHeight:!0,autoplay:!0,prevArrow:e(".slider-prev"),nextArrow:e(".slider-next"),responsive:[{breakpoint:991,settings:{slidesToShow:2}},{breakpoint:767,settings:{slidesToShow:1}}]})}t();function n(){var e,t,n=document.querySelector(".shuffle-wrapper");n&&(e=window.Shuffle,t=new e(document.querySelector(".shuffle-wrapper"),{itemSelector:".shuffle-item",buffer:1}),jQuery('input[name="shuffle-filter"]').on("change",function(e){var n=e.currentTarget;n.checked&&t.filter(n.value)}))}n()})(jQuery)</script>
+
+
+
+</body>
+
+</html>
\ No newline at end of file
diff --git a/en/index.html b/en/index.html
new file mode 100644
index 0000000..42a80dc
--- /dev/null
+++ b/en/index.html
@@ -0,0 +1,10 @@
+<!DOCTYPE html>
+<html lang="en-us">
+  <head>
+    <title>https://neuroneural.github.io/</title>
+    <link rel="canonical" href="https://neuroneural.github.io/">
+    <meta name="robots" content="noindex">
+    <meta charset="utf-8">
+    <meta http-equiv="refresh" content="0; url=https://neuroneural.github.io/">
+  </head>
+</html>
diff --git a/en/sitemap.xml b/en/sitemap.xml
new file mode 100644
index 0000000..a3b6240
--- /dev/null
+++ b/en/sitemap.xml
@@ -0,0 +1,207 @@
+<?xml version="1.0" encoding="utf-8" standalone="yes"?>
+<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"
+  xmlns:xhtml="http://www.w3.org/1999/xhtml">
+  <url>
+    <loc>https://neuroneural.github.io/team/alex-fedorov/</loc>
+    <lastmod>2022-11-11T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/mohamed-masoud/</loc>
+    <lastmod>2020-07-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/minoo-jafarlou/</loc>
+    <lastmod>2020-06-07T05:04:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/posts/advancedml/</loc>
+    <lastmod>2021-04-23T17:20:31-04:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/mrinal-mathur/</loc>
+    <lastmod>2020-08-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/pavel-popov/</loc>
+    <lastmod>2020-08-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/pratyush-reddy/</loc>
+    <lastmod>2020-08-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/riyasat-ohib/</loc>
+    <lastmod>2020-08-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/sajad-abavisani/</loc>
+    <lastmod>2020-08-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/usman-mahmood/</loc>
+    <lastmod>2020-08-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/william-ashbee/</loc>
+    <lastmod>2020-08-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/yaorong-xiao/</loc>
+    <lastmod>2020-08-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/zafar-iqbal/</loc>
+    <lastmod>2020-08-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/alexandre-castelnau/</loc>
+    <lastmod>2020-03-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/farfalla-hu/</loc>
+    <lastmod>2020-03-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/brad-baker/</loc>
+    <lastmod>2022-11-11T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/capella-edwards/</loc>
+    <lastmod>2022-11-11T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/md-mahfuzur-rahman/</loc>
+    <lastmod>2020-05-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/team/kseniya-solovyeva/</loc>
+    <lastmod>2020-04-07T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/categories/</loc>
+    <lastmod>2023-02-20T05:00:00+00:00</lastmod>
+    <xhtml:link
+                rel="alternate"
+                hreflang="fr-fr"
+                href="https://neuroneural.github.io/fr/categories/"
+                />
+    <xhtml:link
+                rel="alternate"
+                hreflang="en-us"
+                href="https://neuroneural.github.io/categories/"
+                />
+  </url><url>
+    <loc>https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/</loc>
+    <lastmod>2023-02-20T05:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://neuroneural.github.io/</loc>
+    <lastmod>2023-02-20T05:00:00+00:00</lastmod>
+    <xhtml:link
+                rel="alternate"
+                hreflang="fr-fr"
+                href="https://neuroneural.github.io/fr/"
+                />
+    <xhtml:link
+                rel="alternate"
+                hreflang="en-us"
+                href="https://neuroneural.github.io/"
+                />
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+
+<style>
+  .content ul li:not(.nav-item) {
+    position: relative;
+    margin-bottom: 5px;
+    list-style-type: none;
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+  .content ul li:not(.nav-item) svg {
+    margin-right: 6px;
+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+    content: "\f05a";
+    left: 10px;
+    display: none;
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+</head>
+
+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../fr"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
+    position: relative;
+    margin-bottom: 5px;
+    list-style-type: none;
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+  .content ul li:not(.nav-item) svg {
+    margin-right: 6px;
+    transform: scale(0.8);
+    color:  #E8505B ;
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+  .content ul li:not(.nav-item)::before {
+    font-size: 14px;
+    font-family: " Font Awesome 5 Free ";
+    font-weight: 900;
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+    display: none;
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+    font-family: " Font Awesome 5 Free ";
+    font-weight: 900;
+    content: "\f05a";
+    left: 10px;
+    display: none;
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
+    color:  #fff ;
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+</head>
+
+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../fr"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+++ b/fr/amp/page/1/index.html
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+<html lang="fr-fr">
+  <head>
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+    <link rel="canonical" href="https://neuroneural.github.io/fr/amp/">
+    <meta name="robots" content="noindex">
+    <meta charset="utf-8">
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new file mode 100644
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+<meta name="author" content="Themefisher">
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+
+<style>
+  .content ul li:not(.nav-item) {
+    position: relative;
+    margin-bottom: 5px;
+    list-style-type: none;
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+  .content ul li:not(.nav-item) svg {
+    margin-right: 6px;
+    transform: scale(0.8);
+    color:  #E8505B ;
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+  .content ul li:not(.nav-item)::before {
+    font-size: 14px;
+    font-family: " Font Awesome 5 Free ";
+    font-weight: 900;
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+    display: none;
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+    font-family: " Font Awesome 5 Free ";
+    font-weight: 900;
+    content: "\f05a";
+    left: 10px;
+    display: none;
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
+    color:  #fff ;
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+</head>
+
+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../fr"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
+    position: relative;
+    margin-bottom: 5px;
+    list-style-type: none;
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+  .content ul li:not(.nav-item) svg {
+    margin-right: 6px;
+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+    content: "\f05a";
+    left: 10px;
+    display: none;
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+</head>
+
+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../fr"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
+          
+          <li class="nav-item dropdown">
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+          
+          
+          <li class="nav-item">
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+          
+          
+          
+          <li class="nav-item">
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+    <div class="row justify-content-between align-items-center">
+      <div class="col-lg-4 text-center text-lg-left mb-4 mb-lg-0">
+        <a href="https://neuroneural.github.io/" class="d-block"><img loading="lazy" src="https://neuroneural.github.io/images/logo.svg" class="img-fluid" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      </div>
+      <div class="col-lg-4 text-center mb-4 mb-lg-0">
+        <ul class="list-inline mb-0">
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/fr/about/">Quelque</a></li>
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+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/fr/privacy/">Vie privée</a></li>
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+          <li class="list-inline-item"><a href="https://www.facebook.com/GeorgiaStateUniversity" aria-label="social-profile"><i class="fab fa-facebook"></i></a></li>
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+<html lang="fr-fr">
+  <head>
+    <title>https://neuroneural.github.io/fr/</title>
+    <link rel="canonical" href="https://neuroneural.github.io/fr/">
+    <meta name="robots" content="noindex">
+    <meta charset="utf-8">
+    <meta http-equiv="refresh" content="0; url=https://neuroneural.github.io/fr/">
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+    <loc>https://neuroneural.github.io/fr/tags/</loc>
+    <xhtml:link
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+
+<style>
+  .content ul li:not(.nav-item) {
+    position: relative;
+    margin-bottom: 5px;
+    list-style-type: none;
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+  .content ul li:not(.nav-item) svg {
+    margin-right: 6px;
+    transform: scale(0.8);
+    color:  #E8505B ;
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+  .content ul li:not(.nav-item)::before {
+    font-size: 14px;
+    font-family: " Font Awesome 5 Free ";
+    font-weight: 900;
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+    display: none;
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+    font-family: " Font Awesome 5 Free ";
+    font-weight: 900;
+    content: "\f05a";
+    left: 10px;
+    display: none;
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
+    color:  #fff ;
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+</head>
+
+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../fr"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/advancedml/">Advanced Machine Learning</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
+    Apr 23, 2021 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/classes">Classes</a>
+    
+  </div>
+  <p>Machine learning studies algorithms that build models from data for subsequent use in prediction, inference, and decision making tasks.</p>
+  <a href="https://neuroneural.github.io/posts/advancedml/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Feb 20, 2023 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Kseniya Solovyeva, David Danks, Mohammadsajad Abavisani, Sergey Plis</p>
+  <a href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Sep 7, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, Maria Misiura, R Devon Hjelm, Sergey M Plis, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Aug 27, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey Plis, Vince Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jul 21, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Md Rahman, Usman Mahmood, Noah Lewis, Harshvardhan Gazula, Alex Fedorov, Zening Fu, Vince D Calhoun, Sergey M Plis</p>
+  <a href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jul 11, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Xinhui Li, Eloy Geenjaar, Zening Fu, Sergey Plis, Vince Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/">Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jun 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Md Abdur Rahaman, Eswar Damaraju, Debbrata K Saha, Sergey M Plis, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    May 18, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Mohammadsajad Abavisani, David Danks, Sergey Plis
+Publication date : 2022/5/18</p>
+  <a href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/">Privacy‐preserving quality control of neuroimaging datasets in federated environments</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    May 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Debbrata K Saha, Vince D Calhoun, Yuhui Du, Zening Fu, Soo Min Kwon, Anand D Sarwate, Sandeep R Panta, Sergey M Plis</p>
+  <a href="https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/">Decentralized Brain Age Estimation using MRI Data</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Apr 5, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Sunitha Basodi, Rajikha Raja, Bhaskar Ray, Harshvardhan Gazula, Anand D Sarwate, Sergey Plis, Jingyu Liu, Eric Verner, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/">Geometrically Guided Saliency Maps</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Mar 5, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Md Mahfuzur Rahman, Noah Lewis, Sergey Plis
+Publication date : 2014/3/1</p>
+  <a href="https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/">Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Mar 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Shile Qi, Rogers F Silva, Daoqiang Zhang, Sergey M Plis, Robyn Miller, Victor M Vergara, Rongtao Jiang, Dongmei Zhi, Jing Sui, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Feb 24, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Weizheng Yan, Gang Qu, Wenxing Hu, Anees Abrol, Biao Cai, Chen Qiao, Sergey M Plis, Yu-Ping Wang, Jing Sui, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/introduction_to_dl/">Introduction to Deep Learning</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
+    Feb 14, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/classes">Classes</a>
+    
+  </div>
+  <p>Introduction to Deep Learning Welcome to the introduction to deep learning course!</p>
+  <a href="https://neuroneural.github.io/posts/introduction_to_dl/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/">Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jan 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Harshvardhan Gazula, Kelly Rootes-Murdy, Bharath Holla, Sunitha Basodi, Zuo Zhang, Eric Verner, Ross Kelly, Pratima Murthy, Amit Chakrabarti, Debasish Basu, Subodh Bhagyalakshmi Nanjayya, Rajkumar Lenin Singh, Roshan Lourembam Singh, Kartik Kalyanram, Kamakshi Kartik, Kumaran Kalyanaraman, Krishnaveni Ghattu, Rebecca Kuriyan, Sunita Simon Kurpad, Gareth J Barker, Rose Dawn Bharath, Sylvane Desrivieres, Meera Purushottam, Dimitri Papadopoulos Orfanos, Eesha Sharma, Matthew Hickman, Mireille Toledano, Nilakshi Vaidya, Tobias Banaschewski, Arun LW Bokde, Herta Flor, Antoine Grigis, Hugh Garavan, Penny Gowland, Andreas Heinz, Rüdiger Brühl, Jean-Luc Martinot, Marie-Laure Paillère Martinot, Eric Artiges, Frauke Nees, Tomáš Paus, Luise Poustka, Juliane H Fröhner, Lauren Robinson, Michael N Smolka, Henrik Walter, Jeanne Winterer, Robert Whelan, Jessica A Turner, Anand D Sarwate, Sergey M Plis, Vivek Benegal, Gunter Schumann, Vince D Calhoun, IMAGEN Consortium</p>
+  <a href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jan 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Haleh Falakshahi, Hooman Rokham, Zening Fu, Armin Iraji, Daniel H Mathalon, Judith M Ford, Bryon A Mueller, Adrian Preda, Theo GM van Erp, Jessica A Turner, Sergey Plis, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Dec 31, 2021 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Samin Yeasar Arnob, Riyasat Ohib, Sergey Plis, Doina Precup</p>
+  <a href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Nov 22, 2021 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Mar 1, 2014 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
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+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
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+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Sep 7, 2022 <span class="mx-1">|</span> 
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Aug 27, 2022 <span class="mx-1">|</span> 
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+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 21, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Schizophrenia.png" alt="Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder">
+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 11, 2022 <span class="mx-1">|</span> 
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Constraint.png" alt="Constraint-Based Causal Structure Learning from Undersampled Graphs">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                May 18, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Neuroimaging.png" alt="Deep learning in neuroimaging: Promises and challenges">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 24, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/introduction_to_dl/">Introduction to Deep Learning</a></h2>
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+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jan 1, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/offline.png" alt="Single-shot pruning for offline reinforcement learning">
+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Dec 31, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Federated.png" alt="Federated analysis of neuroimaging data: A review of the field">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Nov 22, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Tranking%20Brain.png" alt="Tracking whole-brain connectivity dynamics in the resting state">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Mar 1, 2014 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+    <a href="https://neuroneural.github.io/posts/advancedml/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/listen_crossword.jpeg" alt="post-image"></a>
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+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/advancedml/">Advanced Machine Learning</a></h2>
+      <p>Machine learning studies algorithms that build models from data for subsequent use in prediction, …</p>
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+        <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
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+  
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+    <a href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+      <p>Authors : Kseniya Solovyeva, David Danks, Mohammadsajad Abavisani, Sergey Plis</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Feb 20, 2023 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/phenotypes.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+      <p>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Sep 7, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
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+    </div>
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+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
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+    <a href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Pipeline.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+      <p>Authors : Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey Plis, Vince …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Aug 27, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+      <p>Authors : Md Rahman, Usman Mahmood, Noah Lewis, Harshvardhan Gazula, Alex Fedorov, Zening Fu, Vince …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jul 21, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Schizophrenia.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+      <p>Authors : Xinhui Li, Eloy Geenjaar, Zening Fu, Sergey Plis, Vince Calhoun</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jul 11, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Statelets.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/">Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</a></h2>
+      <p>Authors : Md Abdur Rahaman, Eswar Damaraju, Debbrata K Saha, Sergey M Plis, Vince D Calhoun</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jun 1, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Constraint.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+      <p>Authors : Mohammadsajad Abavisani, David Danks, Sergey Plis
+Publication date : 2022/5/18</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        May 18, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Privacy%E2%80%90preserving.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/">Privacy‐preserving quality control of neuroimaging datasets in federated environments</a></h2>
+      <p>Authors : Debbrata K Saha, Vince D Calhoun, Yuhui Du, Zening Fu, Soo Min Kwon, Anand D Sarwate, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        May 1, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/MRI.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/">Decentralized Brain Age Estimation using MRI Data</a></h2>
+      <p>Authors : Sunitha Basodi, Rajikha Raja, Bhaskar Ray, Harshvardhan Gazula, Anand D Sarwate, Sergey …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Apr 5, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Map.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/">Geometrically Guided Saliency Maps</a></h2>
+      <p>Authors : Md Mahfuzur Rahman, Noah Lewis, Sergey Plis
+Publication date : 2014/3/1</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Mar 5, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/imaging%20data.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/">Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</a></h2>
+      <p>Authors : Shile Qi, Rogers F Silva, Daoqiang Zhang, Sergey M Plis, Robyn Miller, Victor M Vergara, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Mar 1, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Neuroimaging.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+      <p>Authors : Weizheng Yan, Gang Qu, Wenxing Hu, Anees Abrol, Biao Cai, Chen Qiao, Sergey M Plis, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Feb 24, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/introduction_to_dl/">Introduction to Deep Learning</a></h2>
+      <p>Introduction to Deep Learning Welcome to the introduction to deep learning course!</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
+        Feb 14, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/classes">Classes</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Alcohol%20brain.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/">Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></h2>
+      <p>Authors : Harshvardhan Gazula, Kelly Rootes-Murdy, Bharath Holla, Sunitha Basodi, Zuo Zhang, Eric …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jan 1, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Path.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+      <p>Authors : Haleh Falakshahi, Hooman Rokham, Zening Fu, Armin Iraji, Daniel H Mathalon, Judith M Ford, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jan 1, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/offline.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+      <p>Authors : Samin Yeasar Arnob, Riyasat Ohib, Sergey Plis, Doina Precup</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Dec 31, 2021 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Federated.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+      <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Nov 22, 2021 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Tranking%20Brain.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+      <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Mar 1, 2014 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
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+        <a href="https://neuroneural.github.io/" class="d-block"><img loading="lazy" src="https://neuroneural.github.io/images/logo.svg" class="img-fluid" alt="neuroneural | Sergey Plis, Ph.D."></a>
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+<title>Homepages</title>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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diff --git a/images/logo.svg b/images/logo.svg
new file mode 100644
index 0000000..1937dd4
--- /dev/null
+++ b/images/logo.svg
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diff --git a/images/post/Alcohol brain.png b/images/post/Alcohol brain.png
new file mode 100644
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diff --git a/images/team/Brad.png b/images/team/Brad.png
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 20, 2023 <span class="mx-1">|</span> 
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/phenotypes.png" alt="Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Sep 7, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Pipeline.png" alt="Pipeline-Invariant Representation Learning for Neuroimaging">
+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Aug 27, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" alt="Interpreting models interpreting brain dynamics">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 21, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Schizophrenia.png" alt="Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 11, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Constraint.png" alt="Constraint-Based Causal Structure Learning from Undersampled Graphs">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                May 18, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
+              </div>
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+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Neuroimaging.png" alt="Deep learning in neuroimaging: Promises and challenges">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 24, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+            <div class="badge">Featured</div>
+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/introduction_to_dl/">Introduction to Deep Learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
+                Feb 14, 2022 <span class="mx-1">|</span> 
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Path.png" alt="Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jan 1, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <div class="badge">Featured</div>
+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/offline.png" alt="Single-shot pruning for offline reinforcement learning">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Dec 31, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+            <div class="badge">Featured</div>
+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Federated.png" alt="Federated analysis of neuroimaging data: A review of the field">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Nov 22, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
+              </div>
+            </div>
+          </article>
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+            <div class="badge">Featured</div>
+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Tranking%20Brain.png" alt="Tracking whole-brain connectivity dynamics in the resting state">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Mar 1, 2014 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+    <a href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Schizophrenia.png" alt="post-image"></a>
+  </div>
+  
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+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+      <p>Authors : Xinhui Li, Eloy Geenjaar, Zening Fu, Sergey Plis, Vince Calhoun</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jul 11, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Statelets.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/">Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</a></h2>
+      <p>Authors : Md Abdur Rahaman, Eswar Damaraju, Debbrata K Saha, Sergey M Plis, Vince D Calhoun</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jun 1, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Constraint.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+      <p>Authors : Mohammadsajad Abavisani, David Danks, Sergey Plis
+Publication date : 2022/5/18</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        May 18, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Privacy%E2%80%90preserving.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/">Privacy‐preserving quality control of neuroimaging datasets in federated environments</a></h2>
+      <p>Authors : Debbrata K Saha, Vince D Calhoun, Yuhui Du, Zening Fu, Soo Min Kwon, Anand D Sarwate, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
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+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/">Decentralized Brain Age Estimation using MRI Data</a></h2>
+      <p>Authors : Sunitha Basodi, Rajikha Raja, Bhaskar Ray, Harshvardhan Gazula, Anand D Sarwate, Sergey …</p>
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+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Apr 5, 2022 <span class="mx-1">|</span> 
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 20, 2023 <span class="mx-1">|</span> 
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+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Sep 7, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Pipeline.png" alt="Pipeline-Invariant Representation Learning for Neuroimaging">
+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Aug 27, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" alt="Interpreting models interpreting brain dynamics">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 21, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Schizophrenia.png" alt="Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 11, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Constraint.png" alt="Constraint-Based Causal Structure Learning from Undersampled Graphs">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                May 18, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Neuroimaging.png" alt="Deep learning in neuroimaging: Promises and challenges">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 24, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/introduction_to_dl/">Introduction to Deep Learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Path.png" alt="Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jan 1, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/offline.png" alt="Single-shot pruning for offline reinforcement learning">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Dec 31, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Federated.png" alt="Federated analysis of neuroimaging data: A review of the field">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Nov 22, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
+              </div>
+            </div>
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+            <div class="badge">Featured</div>
+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Tranking%20Brain.png" alt="Tracking whole-brain connectivity dynamics in the resting state">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Mar 1, 2014 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+    <a href="https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Map.png" alt="post-image"></a>
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+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/">Geometrically Guided Saliency Maps</a></h2>
+      <p>Authors : Md Mahfuzur Rahman, Noah Lewis, Sergey Plis
+Publication date : 2014/3/1</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Mar 5, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+    </div>
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+</article>
+        
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+  
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+    <a href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/imaging%20data.png" alt="post-image"></a>
+  </div>
+  
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+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/">Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</a></h2>
+      <p>Authors : Shile Qi, Rogers F Silva, Daoqiang Zhang, Sergey M Plis, Robyn Miller, Victor M Vergara, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Mar 1, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Neuroimaging.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+      <p>Authors : Weizheng Yan, Gang Qu, Wenxing Hu, Anees Abrol, Biao Cai, Chen Qiao, Sergey M Plis, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Feb 24, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
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+</article>
+        
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+  
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+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/introduction_to_dl/">Introduction to Deep Learning</a></h2>
+      <p>Introduction to Deep Learning Welcome to the introduction to deep learning course!</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
+        Feb 14, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/classes">Classes</a>
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+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Alcohol%20brain.png" alt="post-image"></a>
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+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/">Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></h2>
+      <p>Authors : Harshvardhan Gazula, Kelly Rootes-Murdy, Bharath Holla, Sunitha Basodi, Zuo Zhang, Eric …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jan 1, 2022 <span class="mx-1">|</span> 
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 20, 2023 <span class="mx-1">|</span> 
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/phenotypes.png" alt="Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes">
+            
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Sep 7, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Pipeline.png" alt="Pipeline-Invariant Representation Learning for Neuroimaging">
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Aug 27, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" alt="Interpreting models interpreting brain dynamics">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 21, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Schizophrenia.png" alt="Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jul 11, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Constraint.png" alt="Constraint-Based Causal Structure Learning from Undersampled Graphs">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/">Constraint-Based Causal Structure Learning from Undersampled Graphs</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                May 18, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Neuroimaging.png" alt="Deep learning in neuroimaging: Promises and challenges">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Feb 24, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/introduction_to_dl/">Introduction to Deep Learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
+                Feb 14, 2022 <span class="mx-1">|</span> 
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Path.png" alt="Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Jan 1, 2022 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/offline.png" alt="Single-shot pruning for offline reinforcement learning">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Dec 31, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Federated.png" alt="Federated analysis of neuroimaging data: A review of the field">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Nov 22, 2021 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
+              </div>
+            </div>
+          </article>
+          
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+            <div class="badge">Featured</div>
+            
+            <img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Tranking%20Brain.png" alt="Tracking whole-brain connectivity dynamics in the resting state">
+            
+            <div class="card-block">
+              <h2 class="h4 mb-4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+              <div class="mb-3 post-meta">
+                <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+                Mar 1, 2014 <span class="mx-1">|</span> 
+                <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+                
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+    <a href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Path.png" alt="post-image"></a>
+  </div>
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+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+      <p>Authors : Haleh Falakshahi, Hooman Rokham, Zening Fu, Armin Iraji, Daniel H Mathalon, Judith M Ford, …</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Jan 1, 2022 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/offline.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+      <p>Authors : Samin Yeasar Arnob, Riyasat Ohib, Sergey Plis, Doina Precup</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Dec 31, 2021 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Federated.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/">Federated analysis of neuroimaging data: A review of the field</a></h2>
+      <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Nov 22, 2021 <span class="mx-1">|</span> 
+        <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+        
+      </div>
+    </div>
+  </div>
+</article>
+        
+        <article class="article-overlapped-list row align-items-center mb-5">
+  
+  <div class="col-md-6">
+    <a href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/"><img loading="lazy" class="w-100" src="https://neuroneural.github.io/images/post/Tranking%20Brain.png" alt="post-image"></a>
+  </div>
+  
+  <div class="col-md-6">
+    <div class="card-block">
+      <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+      <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
+      <div class="mt-3 post-meta">
+        <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+        Mar 1, 2014 <span class="mx-1">|</span> 
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+            <a class="nav-link" href="https://neuroneural.github.io/categories/publications">Publications</a>
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+            <form action="https://neuroneural.github.io/search" class="w-100">
+              <input class="search-box" id="search-query" name="s" type="search" placeholder="" required>
+            </form>
+            <button class="search-btn pl-0 "><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 16 16"><path d="M11.742 10.344a6.5 6.5 0 1 0-1.397 1.398h-.001c.03.04.062.078.098.115l3.85 3.85a1 1 0 0 0 1.415-1.414l-3.85-3.85a1.007 1.007 0 0 0-.115-.1zM12 6.5a5.5 5.5 0 1 1-11 0 5.5 5.5 0 0 1 11 0z"/></svg></button>
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+        <div class="block shadow mb-4">
+          <h2>Advanced Machine Learning</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/"></a> <span class="mx-2">|</span>
+            Apr 23, 2021<span class="mx-2">|</span> 
+            <a href="https://neuroneural.github.io/categories/classes">Classes</a>
+            
+          </div>
+          
+          <img loading="lazy" src="https://neuroneural.github.io/images/post/listen_crossword.jpeg" class="img-fluid w-100 mb-4" alt="Advanced Machine Learning">
+          
+
+
+          <div class="content mb-5">
+            <p>Machine learning  studies algorithms that  build models from  data for
+subsequent  use   in  prediction,   inference,  and   decision  making
+tasks. Although  an active field  for the  last 60 years,  the current
+demand as well  as trust in machine learning  exploded as increasingly
+more data  become available  and the problems  needed to  be addressed
+become  literally impossible  to  program directly.  In this  advanced
+course we will cover essential algorithms, concepts, and principles of
+machine learning. Along with the  traditional exposition we will learn
+how  these principles  are  currently being  revisited  thanks to  the
+recent discoveries in the field.</p>
+<h3 id="1-introduction">1. Introduction</h3>
+<h4 id="lecture-slidesamlcs8850_01_introhtml"><a href="../../AML/cs8850_01_intro.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/n2mSG-XK3RY?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Introductions</a> 7:51</li>
+<li><a href="https://youtu.be/1u3erne4Sio?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Why Machine
+Learning</a>
+12:00</li>
+<li><a href="https://youtu.be/IqD-FgApHzE">What is Machine Learning</a> 18:57</li>
+<li><a href="https://youtu.be/idpEF9xfRL8">History of Machine
+Learning</a> 17:33</li>
+<li><a href="https://youtu.be/8kgyGW4PJnc">Reinforcement Learning</a> 10:32</li>
+<li><a href="https://youtu.be/lxxnAyDbCLE">Course Overview</a> 19:26</li>
+<li><a href="https://youtu.be/P-5aeq8sG00?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">The
+Project</a>
+20:03</li>
+</ol>
+<h3 id="2-foundations-of-learning">2. Foundations of learning</h3>
+<h4 id="lecture-slidesamlcs8850_02_ermhtml"><a href="../../AML/cs8850_02_erm.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-1">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/yqUG88kTByI?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Formalizing the Problem of
+Learning</a> 24:19</li>
+<li><a href="https://youtu.be/GCqoI5J7iRg">Inductive Bias</a> 12:03</li>
+<li><a href="https://youtu.be/B2lJ6ZQgWjU?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Can We Bound the Probability of Error?</a>
+25:56</li>
+</ol>
+<h3 id="3-pac-learnability">3. PAC learnability</h3>
+<h4 id="lecture-slidesamlcs8850_03_pachtml"><a href="../../AML/cs8850_03_pac.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-2">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/x4x7Wg_kpsA?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Main Definitions from Lecture
+2</a>
+13:52</li>
+<li><a href="https://youtu.be/KDaBG4L3P8A?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Agnostic PAC
+Learning</a>
+53:35</li>
+<li><a href="https://youtu.be/s3DRQHr9SVI?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Learning via Uniform
+Convergence</a>
+10:15</li>
+</ol>
+<h3 id="4-linear-algebra-and-optimization-recap">4. Linear algebra and Optimization (recap)</h3>
+<ol>
+<li><a href="https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab">3Blue1Brown Playlist</a></li>
+</ol>
+<h3 id="5-linear-learning-models">5. Linear learning models</h3>
+<h4 id="lecture-slidesamlcs8850_05_linearhtml"><a href="../../AML/cs8850_05_linear.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-3">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/G5Adbaj54Ew?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Linear Decision
+Boundary</a> 34:10</li>
+<li><a href="https://youtu.be/MAvLeK4cbUI?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Perceptron</a>
+37:10</li>
+<li><a href="https://youtu.be/rAbf1h16dZo?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Perceptron
+Extensions</a>
+14:09</li>
+<li><a href="https://youtu.be/619G2Mgnlpw?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Linear Classifier for Linearly non Separable
+Classes</a>
+8:59</li>
+</ol>
+<h3 id="6-principal-component-analysis">6. Principal Component Analysis</h3>
+<h4 id="lecture-slidesamlcs8850_06_pcahtml"><a href="../../AML/cs8850_06_pca.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-4">Youtube lectures</h4>
+<ol>
+<li><a href="https://youtu.be/D3aelYmwfL8?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Linear
+Regression</a>
+39:24</li>
+<li><a href="https://youtu.be/Ow3iluZkHJs?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Linear Algebra Micro
+Refresher</a>
+2:04</li>
+<li><a href="https://youtu.be/ZNRQFAx28WY?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Spectral
+Theorem</a>
+25:54</li>
+<li><a href="https://youtu.be/EXDMzm3_e78?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Principal Component
+Analysis</a>
+22:29</li>
+<li><a href="https://youtu.be/15tPLTsDeyg?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Demonstration</a> 17:38</li>
+</ol>
+<h3 id="7-curse-of-dimensionality">7. Curse of Dimensionality</h3>
+<h4 id="lecture-slidesamlcs8850_07_cursehtml"><a href="../../AML/cs8850_07_curse.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-5">Youtube lectures</h4>
+<ol>
+<li><a href="https://youtu.be/jcFKqAbExeE?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Curse of Dimensionality</a> 1:16:27</li>
+</ol>
+<h3 id="8-bayesian-decision-theory">8. Bayesian Decision Theory</h3>
+<h4 id="lecture-slidesamlcs8850_08_bayeshtml"><a href="../../AML/cs8850_08_bayes.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-6">Youtube lectures</h4>
+<ol>
+<li><a href="https://youtu.be/se3cKtL30i0?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Bayesian Decision Theory</a> 56:47</li>
+</ol>
+<h3 id="9-parameter-estimation-mle">9. Parameter estimation: MLE</h3>
+<h4 id="lecture-slidesamlcs8850_09_mlehtml"><a href="../../AML/cs8850_09_MLE.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-7">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/pulSqfONQBs?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Independence</a>
+12:07</li>
+<li><a href="https://youtu.be/XPwXf8N9Uq0">Maximum Likelihood Estimation</a> 50:35</li>
+<li><a href="https://youtu.be/j1ytTIYfdlY?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">MLE as KL-divergence
+minimization</a> 21:41</li>
+</ol>
+<h3 id="10-parameter-estimation-map--naiumlve-bayes">10. Parameter estimation: MAP &amp; Naïve Bayes</h3>
+<h4 id="lecture-slidesamlcs8850_10_naive_bayeshtml"><a href="../../AML/cs8850_10_naive_bayes.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-8">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/iACJJ4_AN4I?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">MAP
+Estimation</a>
+56:00</li>
+<li><a href="https://youtu.be/QsAe2e7d9m0?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">The Naïve Bayes Classifier</a> 37:09</li>
+</ol>
+<h3 id="11-logistic-regression">11. Logistic Regression</h3>
+<h4 id="lecture-slidesamlcs8850_11_logistic_regressionhtml"><a href="../../AML/cs8850_11_logistic_regression.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-9">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/SRG2CgyQ9TY?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">NB to
+LR</a>
+19:49</li>
+<li><a href="https://youtu.be/kb3uUypVC8I?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Defining Logistic
+Regression</a>
+27:42</li>
+<li><a href="https://youtu.be/eC58QL1BZCA?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Solving Logistic Regression</a> 23:35</li>
+</ol>
+<h3 id="12-kernel-density-estimation">12. Kernel Density Estimation</h3>
+<h4 id="lecture-slidesamlcs8850_12_kde_etchtml"><a href="../../AML/cs8850_12_kde_etc.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-10">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/kJBmvF9HqCc?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Non-parametric Density Estimation</a> 1:13:33</li>
+</ol>
+<h3 id="13-support-vector-machines">13. Support Vector Machines</h3>
+<h4 id="lecture-slidesamlcs8850_13_svmhtml"><a href="../../AML/cs8850_13_svm.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-11">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/0QM95dkRdW4?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Max Margin
+Classifier</a>
+35:53</li>
+<li><a href="https://youtu.be/s_gJ0j_fEZU?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Lagrange
+Multipliers</a>
+32:45</li>
+<li><a href="https://youtu.be/4eEuFI5FInY?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Dual Formulation of Linear
+SVM</a>
+10:34</li>
+<li><a href="https://youtu.be/_5OK22gB2O8?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Kernel Trick and Soft Margin</a> 27:28</li>
+</ol>
+<h3 id="14-matrix-factorization">14. Matrix Factorization</h3>
+<h4 id="lecture-slidesamlcs8850_14_facthtml"><a href="../../AML/cs8850_14_fact.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-12">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/rkEJdK8nxsw?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Matrix Factorization</a> 1:24:22</li>
+</ol>
+<h3 id="15-stochastic-gradient-descent">15. Stochastic Gradient Descent</h3>
+<h4 id="lecture-slidesamlcs8850_15_sgdhtml"><a href="../../AML/cs8850_15_SGD.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-13">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/FCMQ09fDfy0?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Stochastic Gradient Descent</a> 1:06:57</li>
+</ol>
+<h3 id="16-k-means-clustering">16. k-means Clustering</h3>
+<h4 id="lecture-slidesamlcs8850_16_kmeanshtml"><a href="../../AML/cs8850_16_kmeans.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-14">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/cxcHmgYuXpE?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Clustering</a>
+6:05</li>
+<li><a href="https://youtu.be/Q9yV86BrCII?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Gaussian Mixture
+Models</a>
+16:34</li>
+<li><a href="https://youtu.be/meRPb0SbGxc?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">MLE
+recap</a>
+4:20</li>
+<li><a href="https://youtu.be/838SN9pqj7c?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Hard k-means
+Clustering</a>
+30:27</li>
+<li><a href="https://youtu.be/SnO77_iy0sA?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Soft k-means Clustering</a> 7:18</li>
+</ol>
+<h3 id="17-expectation-maximization">17. Expectation Maximization</h3>
+<h4 id="lecture-slidesamlcs8850_17_emhtml"><a href="../../AML/cs8850_17_EM.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-15">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/J-3If9t0p_0?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Do we even need EM for
+GMM?</a>
+14:39</li>
+<li><a href="https://youtu.be/Bn6L3rB9eiw?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">A &ldquo;hacky&rdquo; GMM
+estimation</a>
+15:17</li>
+<li><a href="https://youtu.be/tWOO3g_BZ-Y?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">MLE via
+EM</a> 38:28</li>
+</ol>
+<h3 id="18-automatic-differentiation">18. Automatic Differentiation</h3>
+<h4 id="lecture-slidesamlcs8850_18_adhtml"><a href="../../AML/cs8850_18_AD.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-16">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/Ct7N2VOrglk?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Introduction</a>
+25:10</li>
+<li><a href="https://youtu.be/gQ3IG6nt2TY?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Forward Mode
+AD</a>
+26:46</li>
+<li><a href="https://youtu.be/xHXwJgA-HiQ?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">A minute of
+Backprop</a>
+2:26</li>
+<li><a href="https://youtu.be/rzkmkT-_LuY?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Reverse mode
+AD</a>
+17:26</li>
+</ol>
+<h3 id="19-nonlinear-embedding-approaches">19. Nonlinear Embedding Approaches</h3>
+<h4 id="lecture-slidesamlcs8850_19_manifoldhtml"><a href="../../AML/cs8850_19_manifold.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-17">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/Bz1UCuX-ynM?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Manifold
+Learning</a>
+20:13</li>
+</ol>
+<h3 id="20-model-comparison-i">20. Model Comparison I</h3>
+<h4 id="lecture-slidesamlcs8850_20_model_comparison_1html"><a href="../../AML/cs8850_20_model_comparison_1.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-18">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/QFGqk9iZfYk?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Bias Variance
+Trade-Off</a>
+36:52</li>
+<li><a href="https://youtu.be/eIxocDyv1q0?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">No Free Lunch
+Theorem</a>
+7:29</li>
+<li><a href="https://youtu.be/4fE1-GM6yWs?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Problems with using accuracy as performance
+indicator</a>
+12:39</li>
+<li><a href="https://youtu.be/5qmz7EpvC9U?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Confusion
+Matrix</a>
+25:15</li>
+</ol>
+<h3 id="21-model-comparison-ii">21. Model Comparison II</h3>
+<h4 id="lecture-slidesamlcs8850_21_model_comparison_2html"><a href="../../AML/cs8850_21_model_comparison_2.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-19">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/gyLWpT2hFq8?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Cross validation and
+hyperopt</a> 29:08</li>
+<li><a href="https://youtu.be/iTriOxl3XIo?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Expected Value
+Framework</a>
+22:48</li>
+<li><a href="https://youtu.be/eJE5w2iD1G8?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Visualizing Model Performance
+1</a>
+31:02</li>
+<li><a href="https://youtu.be/8xe9wzWBdyM?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Receiver Operating Characteristics</a> 22:34</li>
+</ol>
+<h3 id="22-model-calibration">22. Model Calibration</h3>
+<h4 id="lecture-slidesamlcs8850_22_calibrationhtml"><a href="../../AML/cs8850_22_calibration.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-20">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/rRhKGNFyPhg?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">On Model
+Calibration</a>
+36:53</li>
+</ol>
+<h3 id="23-convolutional-neural-networks">23. Convolutional Neural Networks</h3>
+<h4 id="lecture-slidesamlcs8850_23_cnnhtml"><a href="../../AML/cs8850_23_CNN.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-21">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/qR4sdFPrqVg?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Building
+Blocks</a>
+39:22</li>
+<li><a href="https://youtu.be/XHjnHTysyjg?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Skip
+Connection</a>
+38:46</li>
+<li><a href="https://youtu.be/CGSwcJ8eJeM?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Fully Convolutional
+Networks</a>
+8:07</li>
+<li><a href="https://youtu.be/S4HrJAFhkCA?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Semantic Segmentation with
+Twists</a>
+23:40</li>
+<li><a href="https://youtu.be/p8CaLxm6lPw?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Special Convolutions</a> 20:15</li>
+</ol>
+<h3 id="24-word-embedding">24. Word Embedding</h3>
+<h4 id="lecture-slidesamlcs8850_24_embeddinghtml"><a href="../../AML/cs8850_24_embedding.html">Lecture Slides</a></h4>
+<h4 id="youtube-lectures-22">Youtube Lectures</h4>
+<ol>
+<li><a href="https://youtu.be/8tTxF8rjSZ8?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Introduction</a>
+10:35</li>
+<li><a href="https://youtu.be/3GM8Azmx1bI?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">Semantic Matrix</a> 30:26</li>
+<li><a href="https://youtu.be/QzT1dzQxOp0?list=PLWL87aJW5Y--YMBUgw4yn28_njbLMHINR">word2vec</a>
+54:22</li>
+</ol>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Causal Learning through Deliberate Undersampling</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Feb 20, 2023<span class="mx-2">|</span> 
+            <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+            
+          </div>
+          
+          <img loading="lazy" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" class="img-fluid w-100 mb-4" alt="Causal Learning through Deliberate Undersampling">
+          
+
+
+          <div class="content mb-5">
+            <p>Authors : Kseniya Solovyeva, David Danks, Mohammadsajad Abavisani, Sergey Plis</p>
+<p>Publication date : 2023/2/20</p>
+<p>Journal : Proceedings of Machine Learning Research</p>
+<p>Volume : 13</p>
+<p>Issue :</p>
+<p>Pages :</p>
+<p>Publisher :  Cambridge MA: JMLR</p>
+<p>Description</p>
+<p>Domain scientists interested in causal mechanisms are usually limited by the frequency at which they can collect the measurements of social, physical, or biological systems.
+A common and plausible assumption is that higher measurement frequencies are the only way to gain more informative data about  the underlying dynamical causal structure.
+This assumption is a strong driver for designing new, faster instruments, but such instruments might not be feasible or even possible.
+In this paper, we show that this assumption is incorrect: there are situations in which we can gain additional information about the causal structure by measuring more than our current instruments.
+We present an algorithm that uses graphs at multiple measurement timescales to infer underlying causal structure, and show that inclusion of structures at slower timescales can nonetheless reduce the size of the equivalence class of possible causal structures.
+We provide simulation data about the probability of cases in which deliberate undersampling yields a gain, as well as the size of this gain.</p>
+<p><a href="../../">View article</a></p>
+
+          </div>
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+             <a class="bg-light py-2 px-3" href="https://neuroneural.github.io/tags/paper">#Paper</a>
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+            
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+          
+          
+          <h3 class="mb-3">See Also</h3>
+          <ul class="list-unstyled related-post-list">
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/"><small class="fas fa-external-link-alt mr-2"></small>Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/pipeline-invariant-representation-learning-for-neuroimaging/"><small class="fas fa-external-link-alt mr-2"></small>Pipeline-Invariant Representation Learning for Neuroimaging</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/interpreting-models-interpreting-brain-dynamics/"><small class="fas fa-external-link-alt mr-2"></small>Interpreting models interpreting brain dynamics</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/"><small class="fas fa-external-link-alt mr-2"></small>Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/"><small class="fas fa-external-link-alt mr-2"></small>Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</a></li>
+            
+          </ul>
+          
+        </div>
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+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+      
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
+        </div>
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            May 18, 2022<span class="mx-2">|</span> 
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+            <p>Authors : Mohammadsajad Abavisani, David Danks, Sergey Plis</p>
+<p>Publication date : 2022/5/18</p>
+<p>Journal : arXiv preprint arXiv:2205.09235</p>
+<p>Description</p>
+<p>Graphical structures estimated by causal learning algorithms from time series data can provide highly misleading causal information if the causal timescale of the generating process fails to match the measurement timescale of the data. Although this problem has been recently recognized, practitioners have limited resources to respond to it, and so must continue using models that they know are likely misleading. Existing methods either (a) require that the difference between causal and measurement timescales is known; or (b) can handle only very small number of random variables when the timescale difference is unknown; or (c) apply to only pairs of variables, though with fewer assumptions about prior knowledge; or (d) return impractically too many solutions. This paper addresses all four challenges. We combine constraint programming with both theoretical insights into the problem structure and prior information about admissible causal interactions. The resulting system provides a practical approach that scales to significantly larger sets (&gt;100) of random variables, does not require precise knowledge of the timescale difference, supports edge misidentification and parametric connection strengths, and can provide the optimum choice among many possible solutions. The cumulative impact of these improvements is gain of multiple orders of magnitude in speed and informativeness.</p>
+<p><a href="https://arxiv.org/abs/2205.09235">View article</a></p>
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+          <ul class="list-unstyled related-post-list">
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/"><small class="fas fa-external-link-alt mr-2"></small>Privacy‐preserving quality control of neuroimaging datasets in federated environments</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/decentralized-brain-age-estimation-using-mri-data/"><small class="fas fa-external-link-alt mr-2"></small>Decentralized Brain Age Estimation using MRI Data</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/geometrically-guided-saliency-maps/"><small class="fas fa-external-link-alt mr-2"></small>Geometrically Guided Saliency Maps</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/"><small class="fas fa-external-link-alt mr-2"></small>Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/deep-learning-in-neuroimaging-promises-and-challenges/"><small class="fas fa-external-link-alt mr-2"></small>Deep learning in neuroimaging: Promises and challenges</a></li>
+            
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+          
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+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+      
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+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Decentralized Brain Age Estimation using MRI Data</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Apr 5, 2022<span class="mx-2">|</span> 
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+          <img loading="lazy" src="https://neuroneural.github.io/images/post/MRI.png" class="img-fluid w-100 mb-4" alt="Decentralized Brain Age Estimation using MRI Data">
+          
+
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+          <div class="content mb-5">
+            <p>Authors : Sunitha Basodi, Rajikha Raja, Bhaskar Ray, Harshvardhan Gazula, Anand D Sarwate, Sergey Plis, Jingyu Liu, Eric Verner, Vince D Calhoun</p>
+<p>Publication date : 2022/4/5</p>
+<p>Journal : Neuroinformatics</p>
+<p>Pages : 1-10</p>
+<p>Publisher : Springer US</p>
+<p>Description</p>
+<p>Recent studies have demonstrated that neuroimaging data can be used to estimate biological brain age, as it captures information about the neuroanatomical and functional changes the brain undergoes during development and the aging process. However, researchers often have limited access to neuroimaging data because of its challenging and expensive acquisition process, thereby limiting the effectiveness of the predictive model. Decentralized models provide a way to build more accurate and generalizable prediction models, bypassing the traditional data-sharing methodology. In this work, we propose a decentralized method for biological brain age estimation using support vector regression models and evaluate it on three different feature sets, including both volumetric and voxelwise structural MRI data as well as resting functional MRI data. The results demonstrate that our decentralized brain age …</p>
+<p><a href="https://link.springer.com/article/10.1007/s12021-022-09570-x">View article</a></p>
+
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+          <ul class="list-unstyled related-post-list">
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/geometrically-guided-saliency-maps/"><small class="fas fa-external-link-alt mr-2"></small>Geometrically Guided Saliency Maps</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/"><small class="fas fa-external-link-alt mr-2"></small>Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/deep-learning-in-neuroimaging-promises-and-challenges/"><small class="fas fa-external-link-alt mr-2"></small>Deep learning in neuroimaging: Promises and challenges</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/"><small class="fas fa-external-link-alt mr-2"></small>Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/"><small class="fas fa-external-link-alt mr-2"></small>Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></li>
+            
+          </ul>
+          
+        </div>
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+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+          <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span> Apr 23, 2021
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+      
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Deep learning in neuroimaging: Promises and challenges</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Feb 24, 2022<span class="mx-2">|</span> 
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+          
+
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+          <div class="content mb-5">
+            <p>Authors : Weizheng Yan, Gang Qu, Wenxing Hu, Anees Abrol, Biao Cai, Chen Qiao, Sergey M Plis, Yu-Ping Wang, Jing Sui, Vince D Calhoun</p>
+<p>Publication date : 2022/2/24</p>
+<p>Journal : IEEE Signal Processing Magazine</p>
+<p>Volume : 39</p>
+<p>Issue : 2</p>
+<p>Pages : 87-98</p>
+<p>Publisher : IEEE</p>
+<p>Description</p>
+<p>Deep learning (DL) has been extremely successful when applied to the analysis of natural images. By contrast, analyzing neuroimaging data presents some unique challenges, including higher dimensionality, smaller sample sizes, multiple heterogeneous modalities, and a limited ground truth. In this article, we discuss DL methods in the context of four diverse and important categories in the neuroimaging field: classification/prediction, dynamic activity/connectivity, multimodal fusion, and interpretation/visualization. We highlight recent progress in each of these categories, discuss the benefits of combining data characteristics and model architectures, and derive guidelines for the use of DL in neuroimaging data. For each category, we also assess promising applications and major challenges to overcome. Finally, we discuss future directions of neuroimaging DL for clinical applications, a topic of great interest …</p>
+<p><a href="https://ieeexplore.ieee.org/abstract/document/9721204">View article</a></p>
+
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+             <a class="bg-light py-2 px-3" href="https://neuroneural.github.io/tags/paper">#Paper</a>
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+          <ul class="list-unstyled related-post-list">
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/"><small class="fas fa-external-link-alt mr-2"></small>Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/"><small class="fas fa-external-link-alt mr-2"></small>Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/single-shot-pruning-for-offline-reinforcement-learning/"><small class="fas fa-external-link-alt mr-2"></small>Single-shot pruning for offline reinforcement learning</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/"><small class="fas fa-external-link-alt mr-2"></small>Federated analysis of neuroimaging data: A review of the field</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/"><small class="fas fa-external-link-alt mr-2"></small>Tracking whole-brain connectivity dynamics in the resting state</a></li>
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+  <h5 class="widget-title">Hi, I&#39;m Sergey Plis</h5>
+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+          <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span> Apr 23, 2021
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+      
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Jan 1, 2022<span class="mx-2">|</span> 
+            <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+            
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+          
+          <img loading="lazy" src="https://neuroneural.github.io/images/post/Alcohol%20brain.png" class="img-fluid w-100 mb-4" alt="Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains">
+          
+
+
+          <div class="content mb-5">
+            <p>Authors : Harshvardhan Gazula, Kelly Rootes-Murdy, Bharath Holla, Sunitha Basodi, Zuo Zhang, Eric Verner, Ross Kelly, Pratima Murthy, Amit Chakrabarti, Debasish Basu, Subodh Bhagyalakshmi Nanjayya, Rajkumar Lenin Singh, Roshan Lourembam Singh, Kartik Kalyanram, Kamakshi Kartik, Kumaran Kalyanaraman, Krishnaveni Ghattu, Rebecca Kuriyan, Sunita Simon Kurpad, Gareth J Barker, Rose Dawn Bharath, Sylvane Desrivieres, Meera Purushottam, Dimitri Papadopoulos Orfanos, Eesha Sharma, Matthew Hickman, Mireille Toledano, Nilakshi Vaidya, Tobias Banaschewski, Arun LW Bokde, Herta Flor, Antoine Grigis, Hugh Garavan, Penny Gowland, Andreas Heinz, Rüdiger Brühl, Jean-Luc Martinot, Marie-Laure Paillère Martinot, Eric Artiges, Frauke Nees, Tomáš Paus, Luise Poustka, Juliane H Fröhner, Lauren Robinson, Michael N Smolka, Henrik Walter, Jeanne Winterer, Robert Whelan, Jessica A Turner, Anand D Sarwate, Sergey M Plis, Vivek Benegal, Gunter Schumann, Vince D Calhoun, IMAGEN Consortium</p>
+<p>Publication date : 2022/1/1</p>
+<p>Journal : bioRxiv</p>
+<p>Publisher : Cold Spring Harbor Laboratory</p>
+<p>Description</p>
+<p>With the growth of decentralized/federated analysis approaches in neuroimaging, the opportunities to study brain disorders using data from multiple sites has grown multi-fold. One such initiative is the Neuromark, a fully automated spatially constrained independent component analysis (ICA) that is used to link brain network abnormalities among different datasets, studies, and disorders while leveraging subject-specific networks. In this study, we implement the neuromark pipeline in COINSTAC, an open-source neuroimaging framework for collaborative/decentralized analysis. Decentralized analysis of nearly 2000 resting-state functional magnetic resonance imaging datasets collected at different sites across two cohorts and co-located in different countries was performed to study the resting brain functional network connectivity changes in adolescents who smoke and consume alcohol. Results showed hypoconnectivity across the majority of networks including sensory, default mode, and subcortical domains, more for alcohol than smoking, and decreased low frequency power. These findings suggest that global reduced synchronization is associated with both tobacco and alcohol use. This work demonstrates the utility and incentives associated with large-scale decentralized collaborations spanning multiple sites.</p>
+<p><a href="https://www.biorxiv.org/content/10.1101/2022.02.02.478847v1.abstract">View article</a></p>
+
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+             <a class="bg-light py-2 px-3" href="https://neuroneural.github.io/tags/paper">#Paper</a>
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+            
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+          
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+          <ul class="list-unstyled related-post-list">
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/"><small class="fas fa-external-link-alt mr-2"></small>Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/single-shot-pruning-for-offline-reinforcement-learning/"><small class="fas fa-external-link-alt mr-2"></small>Single-shot pruning for offline reinforcement learning</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/"><small class="fas fa-external-link-alt mr-2"></small>Federated analysis of neuroimaging data: A review of the field</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/"><small class="fas fa-external-link-alt mr-2"></small>Tracking whole-brain connectivity dynamics in the resting state</a></li>
+            
+          </ul>
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+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+        <div class="post-meta small">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Federated analysis of neuroimaging data: A review of the field</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Nov 22, 2021<span class="mx-2">|</span> 
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+          
+
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+          <div class="content mb-5">
+            <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
+<p>Publication date : 2021/11/22</p>
+<p>Source : Neuroinformatics</p>
+<p>Pages : 1-14</p>
+<p>Publisher : Springer US</p>
+<p>Description</p>
+<p>The field of neuroimaging has embraced sharing data to collaboratively advance our understanding of the brain. However, data sharing, especially across sites with large amounts of protected health information (PHI), can be cumbersome and time intensive. Recently, there has been a greater push towards collaborative frameworks that enable large-scale federated analysis of neuroimaging data without the data having to leave its original location. However, there still remains a need for a standardized federated approach that not only allows for data sharing adhering to the FAIR (Findability, Accessibility, Interoperability, Reusability) data principles, but also streamlines analyses and communication while maintaining subject privacy. In this paper, we review a non-exhaustive list of neuroimaging analytic tools and frameworks currently in use. We then provide an update on our federated neuroimaging analysis …</p>
+<p><a href="https://link.springer.com/article/10.1007/s12021-021-09550-7">View article</a></p>
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+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+      
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Geometrically Guided Saliency Maps</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Mar 5, 2022<span class="mx-2">|</span> 
+            <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+            
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+          <img loading="lazy" src="https://neuroneural.github.io/images/post/Map.png" class="img-fluid w-100 mb-4" alt="Geometrically Guided Saliency Maps">
+          
+
+
+          <div class="content mb-5">
+            <p>Authors : Md Mahfuzur Rahman, Noah Lewis, Sergey Plis</p>
+<p>Publication date : 2014/3/1</p>
+<p>Conference : ICLR 2022 Workshop on PAIR {\textasciicircum</p>
+<p>Description</p>
+<p>Interpretability methods for deep neural networks mainly focus on modifying the rules of automatic differentiation or perturbing the input and observing the score drop to determine the most relevant features. Among them, gradient-based attribution methods, such as saliency maps, are arguably the most popular. Still, the produced saliency maps may often lack intelligibility. We address this problem based on recent discoveries in geometric properties of deep neural networks&rsquo; loss landscape that reveal the existence of a multiplicity of local minima in the vicinity of a trained model&rsquo;s loss surface. We introduce two methods that leverage the geometry of the loss landscape to improve interpretability: 1)&quot; Geometrically Guided Integrated Gradients&quot;, applying gradient ascent to each interpolation point of the linear path as a guide. 2)&quot; Geometric Ensemble Gradients&quot;, generating ensemble saliency maps by sampling proximal iso-loss models. Compared to vanilla and integrated gradients, these methods significantly improve saliency maps in quantitative and visual terms. We verify our findings on MNIST and Imagenet datasets across convolutional, ResNet, and Inception V3 architectures.</p>
+<p><a href="https://openreview.net/forum?id=rtIeCBr8W-5">View article</a></p>
+
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+          <h3 class="mb-3">See Also</h3>
+          <ul class="list-unstyled related-post-list">
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/"><small class="fas fa-external-link-alt mr-2"></small>Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/deep-learning-in-neuroimaging-promises-and-challenges/"><small class="fas fa-external-link-alt mr-2"></small>Deep learning in neuroimaging: Promises and challenges</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/"><small class="fas fa-external-link-alt mr-2"></small>Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/"><small class="fas fa-external-link-alt mr-2"></small>Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/single-shot-pruning-for-offline-reinforcement-learning/"><small class="fas fa-external-link-alt mr-2"></small>Single-shot pruning for offline reinforcement learning</a></li>
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+  <h5 class="widget-title">Hi, I&#39;m Sergey Plis</h5>
+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+          <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span> Apr 23, 2021
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+      
+      <div class="ml-3">
+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
+        </div>
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/advancedml/">Advanced Machine Learning</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span>
+    Apr 23, 2021 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/classes">Classes</a>
+    
+  </div>
+  <p>Machine learning studies algorithms that build models from data for subsequent use in prediction, inference, and decision making tasks.</p>
+  <a href="https://neuroneural.github.io/posts/advancedml/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Feb 20, 2023 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Kseniya Solovyeva, David Danks, Mohammadsajad Abavisani, Sergey Plis</p>
+  <a href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Sep 7, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, Maria Misiura, R Devon Hjelm, Sergey M Plis, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Aug 27, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey Plis, Vince Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jul 21, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Md Rahman, Usman Mahmood, Noah Lewis, Harshvardhan Gazula, Alex Fedorov, Zening Fu, Vince D Calhoun, Sergey M Plis</p>
+  <a href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/" class="btn btn-sm btn-transparent pl-0">read more</a>
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+    <title>Posts on neuroneural | Sergey Plis, Ph.D.</title>
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+      <pubDate>Fri, 23 Apr 2021 17:20:31 -0400</pubDate>
+      <guid>https://neuroneural.github.io/posts/advancedml/</guid>
+      <description>Machine learning studies algorithms that build models from data for subsequent use in prediction, inference, and decision making tasks.</description>
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+      <title>Causal Learning through Deliberate Undersampling</title>
+      <link>https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/</link>
+      <pubDate>Mon, 20 Feb 2023 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/</guid>
+      <description>Authors : Kseniya Solovyeva, David Danks, Mohammadsajad Abavisani, Sergey Plis</description>
+    </item>
+    <item>
+      <title>Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</title>
+      <link>https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/</link>
+      <pubDate>Wed, 07 Sep 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/</guid>
+      <description>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, Maria Misiura, R Devon Hjelm, Sergey M Plis, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Pipeline-Invariant Representation Learning for Neuroimaging</title>
+      <link>https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/</link>
+      <pubDate>Sat, 27 Aug 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/</guid>
+      <description>Authors : Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey Plis, Vince Calhoun</description>
+    </item>
+    <item>
+      <title>Interpreting models interpreting brain dynamics</title>
+      <link>https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/</link>
+      <pubDate>Thu, 21 Jul 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/</guid>
+      <description>Authors : Md Rahman, Usman Mahmood, Noah Lewis, Harshvardhan Gazula, Alex Fedorov, Zening Fu, Vince D Calhoun, Sergey M Plis</description>
+    </item>
+    <item>
+      <title>Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</title>
+      <link>https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/</link>
+      <pubDate>Mon, 11 Jul 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/</guid>
+      <description>Authors : Xinhui Li, Eloy Geenjaar, Zening Fu, Sergey Plis, Vince Calhoun</description>
+    </item>
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+      <title>Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</title>
+      <link>https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/</link>
+      <pubDate>Wed, 01 Jun 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/</guid>
+      <description>Authors : Md Abdur Rahaman, Eswar Damaraju, Debbrata K Saha, Sergey M Plis, Vince D Calhoun</description>
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+      <title>Constraint-Based Causal Structure Learning from Undersampled Graphs</title>
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+      <pubDate>Wed, 18 May 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/</guid>
+      <description>Authors : Mohammadsajad Abavisani, David Danks, Sergey Plis&#xA;Publication date : 2022/5/18</description>
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+      <pubDate>Tue, 05 Apr 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/</guid>
+      <description>Authors : Sunitha Basodi, Rajikha Raja, Bhaskar Ray, Harshvardhan Gazula, Anand D Sarwate, Sergey Plis, Jingyu Liu, Eric Verner, Vince D Calhoun</description>
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+      <title>Geometrically Guided Saliency Maps</title>
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+      <pubDate>Sat, 05 Mar 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/</guid>
+      <description>Authors : Md Mahfuzur Rahman, Noah Lewis, Sergey Plis&#xA;Publication date : 2014/3/1</description>
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+      <title>Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</title>
+      <link>https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/</link>
+      <pubDate>Tue, 01 Mar 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/</guid>
+      <description>Authors : Shile Qi, Rogers F Silva, Daoqiang Zhang, Sergey M Plis, Robyn Miller, Victor M Vergara, Rongtao Jiang, Dongmei Zhi, Jing Sui, Vince D Calhoun</description>
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+      <title>Deep learning in neuroimaging: Promises and challenges</title>
+      <link>https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/</link>
+      <pubDate>Thu, 24 Feb 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/</guid>
+      <description>Authors : Weizheng Yan, Gang Qu, Wenxing Hu, Anees Abrol, Biao Cai, Chen Qiao, Sergey M Plis, Yu-Ping Wang, Jing Sui, Vince D Calhoun</description>
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+    <item>
+      <title>Introduction to Deep Learning</title>
+      <link>https://neuroneural.github.io/posts/introduction_to_dl/</link>
+      <pubDate>Mon, 14 Feb 2022 00:00:00 -0400</pubDate>
+      <guid>https://neuroneural.github.io/posts/introduction_to_dl/</guid>
+      <description>Introduction to Deep Learning Welcome to the introduction to deep learning course!</description>
+    </item>
+    <item>
+      <title>Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</title>
+      <link>https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/</link>
+      <pubDate>Sat, 01 Jan 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/</guid>
+      <description>Authors : Harshvardhan Gazula, Kelly Rootes-Murdy, Bharath Holla, Sunitha Basodi, Zuo Zhang, Eric Verner, Ross Kelly, Pratima Murthy, Amit Chakrabarti, Debasish Basu, Subodh Bhagyalakshmi Nanjayya, Rajkumar Lenin Singh, Roshan Lourembam Singh, Kartik Kalyanram, Kamakshi Kartik, Kumaran Kalyanaraman, Krishnaveni Ghattu, Rebecca Kuriyan, Sunita Simon Kurpad, Gareth J Barker, Rose Dawn Bharath, Sylvane Desrivieres, Meera Purushottam, Dimitri Papadopoulos Orfanos, Eesha Sharma, Matthew Hickman, Mireille Toledano, Nilakshi Vaidya, Tobias Banaschewski, Arun LW Bokde, Herta Flor, Antoine Grigis, Hugh Garavan, Penny Gowland, Andreas Heinz, Rüdiger Brühl, Jean-Luc Martinot, Marie-Laure Paillère Martinot, Eric Artiges, Frauke Nees, Tomáš Paus, Luise Poustka, Juliane H Fröhner, Lauren Robinson, Michael N Smolka, Henrik Walter, Jeanne Winterer, Robert Whelan, Jessica A Turner, Anand D Sarwate, Sergey M Plis, Vivek Benegal, Gunter Schumann, Vince D Calhoun, IMAGEN Consortium</description>
+    </item>
+    <item>
+      <title>Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</title>
+      <link>https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/</link>
+      <pubDate>Sat, 01 Jan 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/</guid>
+      <description>Authors : Haleh Falakshahi, Hooman Rokham, Zening Fu, Armin Iraji, Daniel H Mathalon, Judith M Ford, Bryon A Mueller, Adrian Preda, Theo GM van Erp, Jessica A Turner, Sergey Plis, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Single-shot pruning for offline reinforcement learning</title>
+      <link>https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/</link>
+      <pubDate>Fri, 31 Dec 2021 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/</guid>
+      <description>Authors : Samin Yeasar Arnob, Riyasat Ohib, Sergey Plis, Doina Precup</description>
+    </item>
+    <item>
+      <title>Federated analysis of neuroimaging data: A review of the field</title>
+      <link>https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/</link>
+      <pubDate>Mon, 22 Nov 2021 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/</guid>
+      <description>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Tracking whole-brain connectivity dynamics in the resting state</title>
+      <link>https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/</link>
+      <pubDate>Sat, 01 Mar 2014 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/</guid>
+      <description>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</description>
+    </item>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Interpreting models interpreting brain dynamics</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Jul 21, 2022<span class="mx-2">|</span> 
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+          
+
+
+          <div class="content mb-5">
+            <p>Authors : Md Rahman, Usman Mahmood, Noah Lewis, Harshvardhan Gazula, Alex Fedorov, Zening Fu, Vince D Calhoun, Sergey M Plis</p>
+<p>Publication date : 2022/7/21</p>
+<p>Journal : Scientific reports</p>
+<p>Volume : 12</p>
+<p>Issue : 1</p>
+<p>Pages : 1-15</p>
+<p>Publisher : Nature Publishing Group</p>
+<p>Description</p>
+<p>Brain dynamics are highly complex and yet hold the key to understanding brain function and dysfunction. The dynamics captured by resting-state functional magnetic resonance imaging data are noisy, high-dimensional, and not readily interpretable. The typical approach of reducing this data to low-dimensional features and focusing on the most predictive features comes with strong assumptions and can miss essential aspects of the underlying dynamics. In contrast, introspection of discriminatively trained deep learning models may uncover disorder-relevant elements of the signal at the level of individual time points and spatial locations. Yet, the difficulty of reliable training on high-dimensional low sample size datasets and the unclear relevance of the resulting predictive markers prevent the widespread use of deep learning in functional neuroimaging. In this work, we introduce a deep learning framework to learn …</p>
+<p><a href="https://www.nature.com/articles/s41598-022-15539-2">View article</a></p>
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+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/"><small class="fas fa-external-link-alt mr-2"></small>Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/"><small class="fas fa-external-link-alt mr-2"></small>Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/constraint-based-causal-structure-learning-from-undersampled-graphs/"><small class="fas fa-external-link-alt mr-2"></small>Constraint-Based Causal Structure Learning from Undersampled Graphs</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/"><small class="fas fa-external-link-alt mr-2"></small>Privacy‐preserving quality control of neuroimaging datasets in federated environments</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/decentralized-brain-age-estimation-using-mri-data/"><small class="fas fa-external-link-alt mr-2"></small>Decentralized Brain Age Estimation using MRI Data</a></li>
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+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+      
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
+          
+          <li class="nav-item">
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+            <form action="https://neuroneural.github.io/search" class="w-100">
+              <input class="search-box" id="search-query" name="s" type="search" placeholder="" required>
+            </form>
+            <button class="search-btn pl-0 "><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 16 16"><path d="M11.742 10.344a6.5 6.5 0 1 0-1.397 1.398h-.001c.03.04.062.078.098.115l3.85 3.85a1 1 0 0 0 1.415-1.414l-3.85-3.85a1.007 1.007 0 0 0-.115-.1zM12 6.5a5.5 5.5 0 1 1-11 0 5.5 5.5 0 0 1 11 0z"/></svg></button>
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+      <div class="col-lg-8 ">
+        <div class="block shadow mb-4">
+          <h2>Introduction to Deep Learning</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/"></a> <span class="mx-2">|</span>
+            Feb 14, 2022<span class="mx-2">|</span> 
+            <a href="https://neuroneural.github.io/categories/classes">Classes</a>
+            
+          </div>
+          
+
+
+          <div class="content mb-5">
+            <h1 id="introduction-to-deep-learning">Introduction to Deep Learning</h1>
+<p>Welcome to the introduction to deep learning course!
+​
+This course is designed to provide you with a solid foundation in the
+fundamentals of deep learning. Throughout this course, you will learn
+about the basic building blocks of deep learning, including basics of
+machine learning, convolutional neural networks, and natural language
+processing. You will also gain an understanding of how deep learning
+algorithms are used to solve a variety of real-world problems, such as
+image classification, natural language processing and a few advance
+approaches such as GANs.
+​</p>
+<p>By the end of the course, you will have a solid understanding of the core concepts and techniques used in deep learning, as well as hands-on experience building and training your own deep learning models using popular frameworks such as PyTorch and Catalyst
+​</p>
+<p>Dr. Sergey Plis is the instructor for this course, bringing his
+expertise of an active researcher in the fields of neuroscience and
+computer science. He has extensive experience applying machine
+learning algorithms to the analysis of brain imaging data. He is also
+an experienced educator, having taught numerous courses in data
+science, machine learning, and deep learning at the graduate and
+undergraduate levels.
+​</p>
+<p>The hands-on part of the course has been developed by Mrinal Mathur, a
+seasoned machine learning engineer with experience building and
+deploying machine learning models for a variety of industries. Mrinal
+has a deep understanding of the underlying mathematical and
+statistical concepts that power deep learning algorithms, and he has a
+passion for teaching others about the exciting possibilities of this
+field.
+​</p>
+<p>Together, we have designed a comprehensive and engaging course that
+will provide you with the knowledge and skills you need to succeed in
+the exciting field of deep learning.
+​</p>
+<h1 id="introduction-to-deep-learning-1">Introduction to Deep Learning</h1>
+<h2 id="1-introduction">1. Introduction</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_01_introhtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_01_intro.html">Lecture Slides</a></h4>
+<ol>
+<li><a href="https://colab.research.google.com/drive/1AAlZiQ5GTnyvAQ84GdB5nO5avd43XDlX?usp=sharing">Introduction to Collab</a></li>
+<li><a href="https://colab.research.google.com/drive/1f7GtIIorDNnQ5IGZBUWw7_4k1o8nJITk?usp=sharing">Pandas</a> (optional)</li>
+</ol>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_02_lahtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_02_LA.html">Lecture Slides</a></h4>
+<ol start="3">
+<li><a href="https://colab.research.google.com/drive/1f7GtIIorDNnQ5IGZBUWw7_4k1o8nJITk?usp=sharing">Numpy</a></li>
+</ol>
+<h1 id="machine-learning">Machine Learning</h1>
+<h2 id="2-foundations-of-machine-learning">2. Foundations of Machine Learning</h2>
+<ol>
+<li>
+<p>Calculus and Optimization</p>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_03_optimizationhtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_03_optimization.html">Lecture Slides</a></h4>
+</li>
+<li>
+<p>Linear
+Regression/Classification</p>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_04_regressionhtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_04_regression.html">Lecture Slides</a></h4>
+</li>
+<li>
+<p>Perceptron</p>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_05_linear_classifiershtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_05_linear_classifiers.html">Lecture Slides</a></h4>
+</li>
+</ol>
+<h2 id="3-automatic-differentitation">3. Automatic Differentitation</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_06_differentiable_programminghtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_06_differentiable_programming.html">Lecture Slides</a></h4>
+<h4 id="colab-notebooks">Colab Notebooks</h4>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1ZMOXP-FSiO_naXLjeXMeZVyOSabeWP3t?usp=sharing">Automatic Differentitation programming</a></li>
+</ul>
+<h2 id="4-practice-for-automatic-differentiation">4. Practice for Automatic Differentiation</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_07_practice_of_adhtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_07_practice_of_AD.html">Lecture Slides</a></h4>
+<h2 id="5-pytorch">5. Pytorch</h2>
+<p>Colab Notebooks</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1KxP4m1F_kXTkSUs-yIqO5Tifq0S39xRr?usp=sharing">Introduction to Pytorch and Catalyst</a></li>
+</ul>
+<h2 id="6-model-comparision">6. Model Comparision</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_08_model_comparisonhtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_08_model_comparison.html">Lecture slides</a></h4>
+<h4 id="colab-notebook">Colab Notebook</h4>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1DE1g5kXFajc957C6E3DkR9GKoJCcmU43?usp=sharing">Model Comparision</a></li>
+</ul>
+<h1 id="computer-vision">Computer Vision</h1>
+<h2 id="7-computer-vision-and-image-processing">7. Computer Vision and Image Processing</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_09_image_processinghtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_09_image_processing.html">Lecture Slides</a></h4>
+<p>Colab Notebook</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1_7wxwVgpT4_anANERdxBxYeW_ElfYGhR?usp=sharing">Introduction to Computer Vision</a></li>
+</ul>
+<h2 id="8-convolution-neural-network">8. Convolution Neural Network</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_10_cnnshtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_10_cnns.html">Lecture Slides</a></h4>
+<p>Colab Notebook:</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/18jvTW_gUj0H7QLscLBI8ZdWGfbwPmNcO?usp=sharing#scrollTo=-iBJO-NMQq8J">Introduction to CNNs</a></li>
+</ul>
+<h2 id="9-image-classification">9. Image Classification</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_11_classifiers_cvhtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_11_classifiers_CV.html">Lecture Slides</a></h4>
+<p>Colab Notebook</p>
+<ul>
+<li><a href="https://www.kaggle.com/mrinalmathur/intro-to-deep-learning-classification-problem/edit">Classification in Computer vision</a></li>
+</ul>
+<h2 id="10-skip-connections-and-resnets">10. Skip Connections and ResNets</h2>
+<p>Colab Notebook</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1gLbkbe7LHo9TLLln3cBmw3LlrYXflBBt?usp=sharing">Intro to Skip Connections and ResNets</a></li>
+</ul>
+<h2 id="11-segmentation">11. Segmentation</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_12_semantic_segmentationhtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_12_semantic_segmentation.html">Lecture Slides</a></h4>
+<p>Colab Notebook</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1C-o10UvI1U-dVBzs09yA7t88vFe0aWvi?usp=sharing">Image Segmentation</a></li>
+</ul>
+<h2 id="12-auto-encoders">12. Auto-Encoders</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_13_autoencoderhtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_13_autoencoder.html">Lecture Slides</a></h4>
+<p>Colab Notebooks:</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1KvweHT2acPthAQeT2NCtAfg68xggRUXy?usp=sharing">Auto-Encoders</a></li>
+<li><a href="https://colab.research.google.com/drive/1579LBxrzxfvIkn9lqiJJaMvVDPInsLEp?usp=sharing">Variational Autoencoders</a></li>
+</ul>
+<h2 id="13-generative-adversarial-nets">13. Generative Adversarial Nets</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_14_ganshtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_14_GANs.html">Lecture Slides</a></h4>
+<p>Colab Notebook:</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1iZ49R_ladQWZeA9nxT14wv8OxIv-vaX6?usp=sharing">Generative Adversarial Nets</a></li>
+</ul>
+<h2 id="14-regularization">14. Regularization</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_15_regularizationhtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_15_regularization.html">Lecture Slides</a></h4>
+<h1 id="natural-language-processing">Natural Language Processing</h1>
+<h2 id="15-introduction-to-nlp">15. Introduction to NLP</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_16_intronlphtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_16_introNLP.html">Lecture Slides</a></h4>
+<p>Colab Notebooks:</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/11uFQxLDOuaOteJQMuUrBsVSk0uJLsGuE?usp=sharing">Introduction to NLP</a></li>
+</ul>
+<h2 id="16-recurrent-neural-networks">16. Recurrent Neural Networks</h2>
+<p>Colab Notebooks:</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1OYwrVYJhSvrPYFt51_w62G8MuGDe-GDr?usp=sharing">RNNs</a></li>
+</ul>
+<h2 id="17-lstm-and-gru">17. LSTM and GRU</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_18_lstmhtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_18_LSTM.html">Lecture Slides</a></h4>
+<p>Colab Notebook:</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1dIR08NwmpebnPkw7gmkOpbf8BVJhiy7J?usp=sharing">LSTM and GRU in pytorch</a></li>
+</ul>
+<h2 id="18-seq2seq2">18. Seq2Seq2</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_19_seq2seqhtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_19_seq2seq.html">Lecture Slides</a></h4>
+<p>Colab Notebooks:</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1LKOh5Tf5v--2j-ANLADnM_29LpiR0gZB?usp=sharing#scrollTo=hxGjrP6hWeB9">seq2seq models</a></li>
+</ul>
+<h2 id="19-attention-is-all-you-need">19. Attention is all you need!</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_20_attentionhtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_20_attention.html">Lecture Slides</a></h4>
+<p>Colab Notebooks:</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1LKOh5Tf5v--2j-ANLADnM_29LpiR0gZB?usp=sharing">Attention Mechanisms</a></li>
+</ul>
+<h2 id="20-transformers">20. Transformers</h2>
+<h4 id="lecture-slideshttpssplisgsucreateorgrevealjsintro2dl_21_transformershtml"><a href="https://splis.gsucreate.org/reveal.js/intro2dl_21_transformers.html">Lecture Slides</a></h4>
+<p>Colab Notebooks:</p>
+<ul>
+<li><a href="https://colab.research.google.com/drive/1rtrtxNVY5YoMNI5md2tjkqsBQE9WFCaa?usp=sharing">Transformers</a></li>
+</ul>
+<h2 id="advance-topics-to-be-added">Advance Topics (To be added)</h2>
+<ol>
+<li>[Graph Neural Networks]</li>
+<li>[Reinforcement Learning]</li>
+<li>[Meta Learning]</li>
+<li>[Adversarial Learning]</li>
+<li>[Transfer Learning]</li>
+<li>[Self Supervised Learning]</li>
+<li>[Few Shot Learning]</li>
+<li>[Active Learning]</li>
+<li>[Multi Task Learning]</li>
+<li>[Multi Modal Learning]</li>
+<li>[Domain Adaptation]</li>
+<li>[Continual Learning]</li>
+<li>[Causal Learning]</li>
+</ol>
+
+          </div>
+          <div class="mb-3 post-meta">
+            
+          </div>
+        </div>
+
+        <div class="block shadow">
+          
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+        <div class="block shadow mt-4">
+          
+          <div id="disqus_thread"></div>
+<script>
+    window.disqus_config = function () {
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+        </div>
+        
+      </div>
+
+      
+      
+      <aside class="col-lg-4 mt-5 mt-lg-0">
+        <div class="pl-lg-4"><!-- about me -->
+<div class="widget widget-about">
+  
+  <h5 class="widget-title">Hi, I&#39;m Sergey Plis</h5>
+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
+  
+  
+  <ul class="list-unstyled list-inline">
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+    <li class="list-inline-item mr-3"><a href="#facebook" aria-label="Social Profile"><i class="fab fa-facebook"></i></a></li>
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+  <a href="https://neuroneural.github.io/about/" class="btn btn-transparent rounded-0 mb-2"></a>
+</div><!-- categories -->
+<div class="widget widget-categories">
+  <h5 class="widget-title"><span></span></h5>
+  <ul class="list-unstyled widget-categories-list mb-0">
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+    <li><a href="https://neuroneural.github.io/categories/ph.d" class="d-flex">Ph.d <small class="ml-auto">11</small></a></li>
+    <li><a href="https://neuroneural.github.io/categories/postdoc" class="d-flex">Postdoc <small class="ml-auto">2</small></a></li>
+    <li><a href="https://neuroneural.github.io/categories/publications" class="d-flex">Publications <small class="ml-auto">17</small></a></li>
+  </ul>
+</div><!-- recent post -->
+<div class="widget">
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+  <!-- post-item -->
+  
+  <article class="widget-card mt-4">
+    <div class="d-flex">
+      
+      <img loading="lazy" src="https://neuroneural.github.io/images/post/listen_crossword.jpeg" class="rounded-circle" loading="lazy" alt="post-thumb" style="height:70px;width:70px;object-fit:cover;">
+      
+      <div class="ml-3">
+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/advancedml/">Advanced Machine Learning</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span> Apr 23, 2021
+        </div>
+      </div>
+    </div>
+  </article>
+  
+  <article class="widget-card mt-4">
+    <div class="d-flex">
+      
+      <img loading="lazy" src="https://neuroneural.github.io/images/post/Brain%20Dynamics.png" class="rounded-circle" loading="lazy" alt="post-thumb" style="height:70px;width:70px;object-fit:cover;">
+      
+      <div class="ml-3">
+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
+        </div>
+      </div>
+    </div>
+  </article>
+  
+  <article class="widget-card mt-4">
+    <div class="d-flex">
+      
+      <img loading="lazy" src="https://neuroneural.github.io/images/post/phenotypes.png" class="rounded-circle" loading="lazy" alt="post-thumb" style="height:70px;width:70px;object-fit:cover;">
+      
+      <div class="ml-3">
+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Sep 7, 2022
+        </div>
+      </div>
+    </div>
+  </article>
+  
+</div><!-- tags -->
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diff --git a/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/index.html b/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/index.html
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Jul 11, 2022<span class="mx-2">|</span> 
+            <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+            
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+          
+          <img loading="lazy" src="https://neuroneural.github.io/images/post/Schizophrenia.png" class="img-fluid w-100 mb-4" alt="Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder">
+          
+
+
+          <div class="content mb-5">
+            <p>Authors : Xinhui Li, Eloy Geenjaar, Zening Fu, Sergey Plis, Vince Calhoun</p>
+<p>Publication date : 2022/7/11</p>
+<p>Conference : 2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)</p>
+<p>Pages : 1477-1480</p>
+<p>Publisher : IEEE</p>
+<p>Description</p>
+<p>Mental disorders such as schizophrenia have been challenging to characterize due in part to their heterogeneous presentation in individuals. Most studies have focused on identifying groups differences and have typically ignored the heterogeneous patterns within groups. Here we propose a novel approach based on a variational autoencoder (VAE) to interpolate static functional network connectivity (sFNC) across individuals, with group-specific patterns between schizophrenia patients and controls captured simultaneously. We then visualize the original sFNC in a 2D grid according to the samples in the VAE latent space. We observe a high correspondence between the generated and the original sFNC. The proposed framework facilitates data visualization and can potentially be applied to predict the stage that a subject falls within a disorder continuum as well as characterize individual heterogeneity within and …</p>
+<p><a href="https://ieeexplore.ieee.org/abstract/document/9871803">View article</a></p>
+
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+            
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+          <ul class="list-unstyled related-post-list">
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/"><small class="fas fa-external-link-alt mr-2"></small>Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/constraint-based-causal-structure-learning-from-undersampled-graphs/"><small class="fas fa-external-link-alt mr-2"></small>Constraint-Based Causal Structure Learning from Undersampled Graphs</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/"><small class="fas fa-external-link-alt mr-2"></small>Privacy‐preserving quality control of neuroimaging datasets in federated environments</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/decentralized-brain-age-estimation-using-mri-data/"><small class="fas fa-external-link-alt mr-2"></small>Decentralized Brain Age Estimation using MRI Data</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/geometrically-guided-saliency-maps/"><small class="fas fa-external-link-alt mr-2"></small>Geometrically Guided Saliency Maps</a></li>
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+  <h5 class="widget-title">Hi, I&#39;m Sergey Plis</h5>
+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+          <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span> Apr 23, 2021
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+      
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+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+</head>
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/">Privacy‐preserving quality control of neuroimaging datasets in federated environments</a></h2>
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+    Apr 5, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+</head>
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+  <a href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/" class="btn btn-sm btn-transparent pl-0">read more</a>
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+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/">Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jan 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+</head>
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Jan 1, 2022<span class="mx-2">|</span> 
+            <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+            
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+          <img loading="lazy" src="https://neuroneural.github.io/images/post/Path.png" class="img-fluid w-100 mb-4" alt="Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data">
+          
+
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+            <p>Authors : Haleh Falakshahi, Hooman Rokham, Zening Fu, Armin Iraji, Daniel H Mathalon, Judith M Ford, Bryon A Mueller, Adrian Preda, Theo GM van Erp, Jessica A Turner, Sergey Plis, Vince D Calhoun</p>
+<p>Publication date : 2022/1</p>
+<p>Journal : Network Neuroscience</p>
+<p>Pages : 1-45</p>
+<p>Description</p>
+<p>Graph-theoretical methods have been widely used to study human brain networks in psychiatric disorders. However, the focus has primarily been on global graphic metrics with little attention to the information contained in paths connecting brain regions. Details of disruption of these paths may be highly informative for understanding disease mechanisms. To detect the absence or addition of multistep paths in the patient group, we provide an algorithm estimating edges that contribute to these paths with reference to the control group. We next examine where pairs of nodes were connected through paths in both groups by using a covariance decomposition method. We apply our method to study resting-state fMRI data in schizophrenia versus controls. Results show several disconnectors in schizophrenia within and between functional domains, particularly within the default mode and cognitive control networks …</p>
+<p><a href="https://direct.mit.edu/netn/article/6/3/634/110410/Path-analysis-A-method-to-estimate-altered">View article</a></p>
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+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/"><small class="fas fa-external-link-alt mr-2"></small>Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/single-shot-pruning-for-offline-reinforcement-learning/"><small class="fas fa-external-link-alt mr-2"></small>Single-shot pruning for offline reinforcement learning</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/"><small class="fas fa-external-link-alt mr-2"></small>Federated analysis of neuroimaging data: A review of the field</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/"><small class="fas fa-external-link-alt mr-2"></small>Tracking whole-brain connectivity dynamics in the resting state</a></li>
+            
+          </ul>
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+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+      
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+      
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Pipeline-Invariant Representation Learning for Neuroimaging</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Aug 27, 2022<span class="mx-2">|</span> 
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+          <img loading="lazy" src="https://neuroneural.github.io/images/post/Pipeline.png" class="img-fluid w-100 mb-4" alt="Pipeline-Invariant Representation Learning for Neuroimaging">
+          
+
+
+          <div class="content mb-5">
+            <p>Authors : Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey Plis, Vince Calhoun</p>
+<p>Publication date : 2022/8/27</p>
+<p>Journal : arXiv preprint arXiv:2208.12909</p>
+<p>Description</p>
+<p>Deep learning has been widely applied in neuroimaging, including to predicting brain-phenotype relationships from magnetic resonance imaging (MRI) volumes. MRI data usually requires extensive preprocessing before it is ready for modeling, even via deep learning, in part due to its high dimensionality and heterogeneity. A growing array of MRI preprocessing pipelines have been developed each with its own strengths and limitations. Recent studies have shown that pipeline-related variation may lead to different scientific findings, even when using the identical data. Meanwhile, the machine learning community has emphasized the importance of shifting from model-centric to data-centric approaches given that data quality plays an essential role in deep learning applications. Motivated by this idea, we first evaluate how preprocessing pipeline selection can impact the downstream performance of a supervised learning model. We next propose two pipeline-invariant representation learning methodologies, MPSL and PXL, to improve consistency in classification performance and to capture similar neural network representations between pipeline pairs. Using 2000 human subjects from the UK Biobank dataset, we demonstrate that both models present unique advantages, in particular that MPSL can be used to improve out-of-sample generalization to new pipelines, while PXL can be used to improve predictive performance consistency and representational similarity within a closed pipeline set. These results suggest that our proposed models can be applied to overcome pipeline-related biases and to improve reproducibility in neuroimaging …</p>
+<p><a href="https://arxiv.org/abs/2208.12909">View article</a></p>
+
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+             <a class="bg-light py-2 px-3" href="https://neuroneural.github.io/tags/paper">#Paper</a>
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+          <h3 class="mb-3">See Also</h3>
+          <ul class="list-unstyled related-post-list">
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/interpreting-models-interpreting-brain-dynamics/"><small class="fas fa-external-link-alt mr-2"></small>Interpreting models interpreting brain dynamics</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/"><small class="fas fa-external-link-alt mr-2"></small>Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/"><small class="fas fa-external-link-alt mr-2"></small>Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/constraint-based-causal-structure-learning-from-undersampled-graphs/"><small class="fas fa-external-link-alt mr-2"></small>Constraint-Based Causal Structure Learning from Undersampled Graphs</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/"><small class="fas fa-external-link-alt mr-2"></small>Privacy‐preserving quality control of neuroimaging datasets in federated environments</a></li>
+            
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+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+      
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Privacy‐preserving quality control of neuroimaging datasets in federated environments</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            May 1, 2022<span class="mx-2">|</span> 
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+          
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+            <p>Authors : Debbrata K Saha, Vince D Calhoun, Yuhui Du, Zening Fu, Soo Min Kwon, Anand D Sarwate, Sandeep R Panta, Sergey M Plis</p>
+<p>Publication date : 2022/5/1</p>
+<p>Journal : Human Brain Mapping</p>
+<p>Volume : 43</p>
+<p>Issue : 7</p>
+<p>Pages : 2289-2310</p>
+<p>Publisher : John Wiley &amp; Sons, Inc.</p>
+<p>Description</p>
+<p>Privacy concerns for rare disease data, institutional or IRB policies, access to local computational or storage resources or download capabilities are among the reasons that may preclude analyses that pool data to a single site. A growing number of multisite projects and consortia were formed to function in the federated environment to conduct productive research under constraints of this kind. In this scenario, a quality control tool that visualizes decentralized data in its entirety via global aggregation of local computations is especially important, as it would allow the screening of samples that cannot be jointly evaluated otherwise. To solve this issue, we present two algorithms: decentralized data stochastic neighbor embedding, dSNE, and its differentially private counterpart, DP‐dSNE. We leverage publicly available datasets to simultaneously map data samples located at different sites according to their similarities …</p>
+<p><a href="https://onlinelibrary.wiley.com/doi/full/10.1002/hbm.25788">View article</a></p>
+
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+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/decentralized-brain-age-estimation-using-mri-data/"><small class="fas fa-external-link-alt mr-2"></small>Decentralized Brain Age Estimation using MRI Data</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/geometrically-guided-saliency-maps/"><small class="fas fa-external-link-alt mr-2"></small>Geometrically Guided Saliency Maps</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/"><small class="fas fa-external-link-alt mr-2"></small>Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/deep-learning-in-neuroimaging-promises-and-challenges/"><small class="fas fa-external-link-alt mr-2"></small>Deep learning in neuroimaging: Promises and challenges</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/"><small class="fas fa-external-link-alt mr-2"></small>Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></li>
+            
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+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+      
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+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Sep 7, 2022<span class="mx-2">|</span> 
+            <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+            
+          </div>
+          
+          <img loading="lazy" src="https://neuroneural.github.io/images/post/phenotypes.png" class="img-fluid w-100 mb-4" alt="Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes">
+          
+
+
+          <div class="content mb-5">
+            <p>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, Maria Misiura, R Devon Hjelm, Sergey M Plis, Vince D Calhoun</p>
+<p>Publication date : 2022/9/7</p>
+<p>Journal : arXiv preprint arXiv:2209.02876</p>
+<p>Description</p>
+<p>Recent neuroimaging studies that focus on predicting brain disorders via modern machine learning approaches commonly include a single modality and rely on supervised over-parameterized models.However, a single modality provides only a limited view of the highly complex brain. Critically, supervised models in clinical settings lack accurate diagnostic labels for training. Coarse labels do not capture the long-tailed spectrum of brain disorder phenotypes, which leads to a loss of generalizability of the model that makes them less useful in diagnostic settings. This work presents a novel multi-scale coordinated framework for learning multiple representations from multimodal neuroimaging data. We propose a general taxonomy of informative inductive biases to capture unique and joint information in multimodal self-supervised fusion. The taxonomy forms a family of decoder-free models with reduced computational complexity and a propensity to capture multi-scale relationships between local and global representations of the multimodal inputs. We conduct a comprehensive evaluation of the taxonomy using functional and structural magnetic resonance imaging (MRI) data across a spectrum of Alzheimer&rsquo;s disease phenotypes and show that self-supervised models reveal disorder-relevant brain regions and multimodal links without access to the labels during pre-training. The proposed multimodal self-supervised learning yields representations with improved classification performance for both modalities. The concomitant rich and flexible unsupervised deep learning framework captures complex multimodal relationships and provides predictive …</p>
+<p><a href="https://arxiv.org/abs/2209.02876">View article</a></p>
+
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+            
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+          <h3 class="mb-3">See Also</h3>
+          <ul class="list-unstyled related-post-list">
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/pipeline-invariant-representation-learning-for-neuroimaging/"><small class="fas fa-external-link-alt mr-2"></small>Pipeline-Invariant Representation Learning for Neuroimaging</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/interpreting-models-interpreting-brain-dynamics/"><small class="fas fa-external-link-alt mr-2"></small>Interpreting models interpreting brain dynamics</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/"><small class="fas fa-external-link-alt mr-2"></small>Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/"><small class="fas fa-external-link-alt mr-2"></small>Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/constraint-based-causal-structure-learning-from-undersampled-graphs/"><small class="fas fa-external-link-alt mr-2"></small>Constraint-Based Causal Structure Learning from Undersampled Graphs</a></li>
+            
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+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+      
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Single-shot pruning for offline reinforcement learning</h2>
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+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Dec 31, 2021<span class="mx-2">|</span> 
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+            <p>Authors : Samin Yeasar Arnob, Riyasat Ohib, Sergey Plis, Doina Precup</p>
+<p>Publication date : 2021/12/31</p>
+<p>Journal : arXiv preprint arXiv:2112.15579</p>
+<p>Description</p>
+<p>Deep Reinforcement Learning (RL) is a powerful framework for solving complex real-world problems. Large neural networks employed in the framework are traditionally associated with better generalization capabilities, but their increased size entails the drawbacks of extensive training duration, substantial hardware resources, and longer inference times. One way to tackle this problem is to prune neural networks leaving only the necessary parameters. State-of-the-art concurrent pruning techniques for imposing sparsity perform demonstrably well in applications where data distributions are fixed. However, they have not yet been substantially explored in the context of RL. We close the gap between RL and single-shot pruning techniques and present a general pruning approach to the Offline RL. We leverage a fixed dataset to prune neural networks before the start of RL training. We then run experiments varying the network sparsity level and evaluating the validity of pruning at initialization techniques in continuous control tasks. Our results show that with 95% of the network weights pruned, Offline-RL algorithms can still retain performance in the majority of our experiments. To the best of our knowledge, no prior work utilizing pruning in RL retained performance at such high levels of sparsity. Moreover, pruning at initialization techniques can be easily integrated into any existing Offline-RL algorithms without changing the learning objective.</p>
+<p><a href="https://arxiv.org/abs/2112.15579">View article</a></p>
+
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+            
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+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/"><small class="fas fa-external-link-alt mr-2"></small>Tracking whole-brain connectivity dynamics in the resting state</a></li>
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+  <h5 class="widget-title">Hi, I&#39;m Sergey Plis</h5>
+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Jun 1, 2022<span class="mx-2">|</span> 
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+            <p>Authors : Md Abdur Rahaman, Eswar Damaraju, Debbrata K Saha, Sergey M Plis, Vince D Calhoun</p>
+<p>Publication date : 2022/6/1</p>
+<p>Journal : Human Brain Mapping</p>
+<p>Volume : 43</p>
+<p>Issue : 8</p>
+<p>Pages : 2503-2518</p>
+<p>Publisher : John Wiley &amp; Sons, Inc.</p>
+<p>Description</p>
+<p>Dynamic functional network connectivity (dFNC) analysis is a widely used approach for capturing brain activation patterns, connectivity states, and network organization. However, a typical sliding window plus clustering (SWC) approach for analyzing dFNC models the system through a fixed sequence of connectivity states. SWC assumes connectivity patterns span throughout the brain, but they are relatively spatially constrained and temporally short‐lived in practice. Thus, SWC is neither designed to capture transient dynamic changes nor heterogeneity across subjects/time. We propose a state‐space time series summarization framework called “statelets” to address these shortcomings. It models functional connectivity dynamics at fine‐grained timescales, adapting time series motifs to changes in connectivity strength, and constructs a concise yet informative representation of the original data that conveys easily …</p>
+<p><a href="https://onlinelibrary.wiley.com/doi/full/10.1002/hbm.25799">View article</a></p>
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+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/constraint-based-causal-structure-learning-from-undersampled-graphs/"><small class="fas fa-external-link-alt mr-2"></small>Constraint-Based Causal Structure Learning from Undersampled Graphs</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/"><small class="fas fa-external-link-alt mr-2"></small>Privacy‐preserving quality control of neuroimaging datasets in federated environments</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/decentralized-brain-age-estimation-using-mri-data/"><small class="fas fa-external-link-alt mr-2"></small>Decentralized Brain Age Estimation using MRI Data</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/geometrically-guided-saliency-maps/"><small class="fas fa-external-link-alt mr-2"></small>Geometrically Guided Saliency Maps</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/"><small class="fas fa-external-link-alt mr-2"></small>Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</a></li>
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+  <h5 class="widget-title">Hi, I&#39;m Sergey Plis</h5>
+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+      
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Mar 1, 2022<span class="mx-2">|</span> 
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+          
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+            <p>Authors : Shile Qi, Rogers F Silva, Daoqiang Zhang, Sergey M Plis, Robyn Miller, Victor M Vergara, Rongtao Jiang, Dongmei Zhi, Jing Sui, Vince D Calhoun</p>
+<p>Publication date : 2022/3/1</p>
+<p>Journal : Human brain mapping</p>
+<p>Volume : 43</p>
+<p>Issue : 4</p>
+<p>Pages : 1280-1294</p>
+<p>Publisher : John Wiley &amp; Sons, Inc.</p>
+<p>Description</p>
+<p>Advances in imaging acquisition techniques allow multiple imaging modalities to be collected from the same subject. Each individual modality offers limited yet unique views of the functional, structural, or dynamic temporal features of the brain. Multimodal fusion provides effective ways to leverage these complementary perspectives from multiple modalities. However, the majority of current multimodal fusion approaches involving functional magnetic resonance imaging (fMRI) are limited to 3D feature summaries that do not incorporate its rich temporal information. Thus, we propose a novel three‐way parallel group independent component analysis (pGICA) fusion method that incorporates the first‐level 4D fMRI data (temporal information included) by parallelizing group ICA into parallel ICA via a unified optimization framework. A new variability matrix was defined to capture subject‐wise functional variability and then …</p>
+<p><a href="https://onlinelibrary.wiley.com/doi/full/10.1002/hbm.25720">View article</a></p>
+
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+          <ul class="list-unstyled related-post-list">
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/deep-learning-in-neuroimaging-promises-and-challenges/"><small class="fas fa-external-link-alt mr-2"></small>Deep learning in neuroimaging: Promises and challenges</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/"><small class="fas fa-external-link-alt mr-2"></small>Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/"><small class="fas fa-external-link-alt mr-2"></small>Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/single-shot-pruning-for-offline-reinforcement-learning/"><small class="fas fa-external-link-alt mr-2"></small>Single-shot pruning for offline reinforcement learning</a></li>
+            
+            <li><a class="d-inline-block py-1 text-dark" href="../../posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/"><small class="fas fa-external-link-alt mr-2"></small>Federated analysis of neuroimaging data: A review of the field</a></li>
+            
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+          
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+  <h5 class="widget-title">Hi, I&#39;m Sergey Plis</h5>
+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+          <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span> Apr 23, 2021
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+      
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+      
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <h2>Tracking whole-brain connectivity dynamics in the resting state</h2>
+          <div class="mb-4 mt-3 post-meta">
+            <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-2">|</span>
+            Mar 1, 2014<span class="mx-2">|</span> 
+            <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+          
+          <img loading="lazy" src="https://neuroneural.github.io/images/post/Tranking%20Brain.png" class="img-fluid w-100 mb-4" alt="Tracking whole-brain connectivity dynamics in the resting state">
+          
+
+
+          <div class="content mb-5">
+            <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
+<p>Publication date : 2014/3/1</p>
+<p>Journal : Cerebral cortex</p>
+<p>Volume : 24</p>
+<p>Issue : 3</p>
+<p>Pages : 663-676</p>
+<p>Publisher : Oxford University Press</p>
+<p>Description</p>
+<p>Spontaneous fluctuations are a hallmark of recordings of neural signals, emergent over time scales spanning milliseconds and tens of minutes. However, investigations of intrinsic brain organization based on resting-state functional magnetic resonance imaging have largely not taken into account the presence and potential of temporal variability, as most current approaches to examine functional connectivity (FC) implicitly assume that relationships are constant throughout the length of the recording. In this work, we describe an approach to assess whole-brain FC dynamics based on spatial independent component analysis, sliding time window correlation, and k-means clustering of windowed correlation matrices. The method is applied to resting-state data from a large sample (n = 405) of young adults. Our analysis of FC variability highlights particularly flexible connections between regions in lateral parietal …</p>
+<p><a href="https://academic.oup.com/cercor/article/24/3/663/394348">View article</a></p>
+
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+  <h5 class="widget-title">Hi, I&#39;m Sergey Plis</h5>
+  <p>I received my Ph.D.  degree in Computer Science in 2007 from The University of New Mexico, Albuquerque, NM, USA.  Currently, I am an associate professor of CS at Georgia State University, and the Director of Machine Learning core at the TReNDS institute.  My research interests within the fields of machine learning, AI, and data science lie in developing novel and applying existing techniques and approaches to analyzing large scale datasets.  One of my key goals is to take advantage of the strengths of multiple data modalities and infer structure and patterns that are hard to obtain non-invasively and/or that are unavailable for direct observation. Ongoing work is focused on inferring multimodal probabilistic and causal descriptions based on fusion of fast and slow imaging modalities. This includes feature estimation via deep learning-based pattern recognition and learning causal graphical models.  Besides academia, I&rsquo;ve led AI research teams developing deep tech AI products including NLP and speech processing solutions that are currently shipped to customers.  My research is supported by generous grants from NSF and NIH.</p>
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+          <a href="https://neuroneural.github.io/author/"></a> <span class="mx-1">|</span> Apr 23, 2021
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+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Feb 20, 2023
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+        <h6 class="mb-1"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</a></h6>
+        <div class="post-meta small">
+          <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span> Sep 7, 2022
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/">Home</a>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/team">Team</a>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/categories/publications">Publications</a>
+          </li>
+          
+          
+          
+          <li class="nav-item dropdown">
+            <a class="nav-link dropdown-toggle" href="#" role="button" data-toggle="dropdown" aria-haspopup="true"
+              aria-expanded="false">
+              Categories
+            </a>
+            <div class="dropdown-menu">
+              
+              <a class="dropdown-item" href="https://neuroneural.github.io/tags">Tag</a>
+              
+            </div>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/categories/classes">Classes</a>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/contact">Contact</a>
+          </li>
+          
+          
+          
+          <li class="nav-item dropdown">
+            <a class="nav-link dropdown-toggle" href="#" role="button" data-toggle="dropdown" aria-haspopup="true"
+              aria-expanded="false">
+              Blog
+            </a>
+            <div class="dropdown-menu">
+              
+              <a class="dropdown-item" href="https://neuroneural.github.io/elements/">Elements</a>
+              
+            </div>
+          </li>
+          
+          
+
+          
+          
+        </ul>
+
+        
+        
+        <!-- search -->
+        
+        <div class="search ml-lg-4">
+          <div class="search-wrapper-expanded d-flex">
+            <form action="https://neuroneural.github.io/search" class="w-100">
+              <input class="search-box" id="search-query" name="s" type="search" placeholder="" required>
+            </form>
+            <button class="search-btn pl-0 "><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 16 16"><path d="M11.742 10.344a6.5 6.5 0 1 0-1.397 1.398h-.001c.03.04.062.078.098.115l3.85 3.85a1 1 0 0 0 1.415-1.414l-3.85-3.85a1.007 1.007 0 0 0-.115-.1zM12 6.5a5.5 5.5 0 1 1-11 0 5.5 5.5 0 0 1 11 0z"/></svg></button>
+          </div>
+        </div>
+        
+        
+      </div>
+    </nav>
+  </div>
+</header>
+<!-- /navigation -->
+
+
+
+
+<section class="section">
+  <div class="container">
+    <div class="row justify-content-center">
+      <div class="col-lg-10">
+        <div class="content">
+          <h4 id="responsibility-of-contributors">Responsibility of Contributors</h4>
+<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Purus, donec nunc eros, ullamcorper id feugiat quisque aliquam sagittis. Sem turpis sed viverra massa gravida pharetra. Non dui dolor potenti eu dignissim fusce. Ultrices amet, in curabitur a arcu a lectus morbi id. Iaculis erat sagittis in tortor cursus. Molestie urna eu tortor, erat scelerisque eget. Nunc hendrerit sed interdum lacus. Lorem quis viverra sed</p>
+<p>pretium, aliquam sit. Praesent elementum magna amet, tincidunt eros, nibh in leo. Malesuada purus, lacus, at aliquam suspendisse tempus. Quis tempus amet, velit nascetur sollicitudin. At sollicitudin eget amet in. Eu velit nascetur sollicitudin erhdfvssfvrgss eget viverra nec elementum. Lacus, facilisis tristique lectus in.</p>
+<h4 id="gathering-of-personal-information">Gathering of Personal Information</h4>
+<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Purus, donec nunc eros, ullamcorper id feugiat quisque aliquam sagittis. Sem turpis sed viverra massa gravida pharetra. Non dui dolor potenti eu dignissim fusce. Ultrices amet, in curabitur a arcu a lectus morbi id. Iaculis erat sagittis in tortor cursus. Molestie urna eu tortor, erat scelerisque eget. Nunc hendrerit sed interdum lacus. Lorem quis viverra sed</p>
+<h4 id="protection-of--personal--information">Protection of  Personal- Information</h4>
+<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Purus, donec nunc eros, ullamcorper id feugiat quisque aliquam sagittis. Sem turpis sed viverra massa gravida pharetra. Non dui dolor potenti eu dignissim fusce. Ultrices amet, in curabitur a arcu a lectus morbi id. Iaculis erat sagittis in tortor cursus.</p>
+<p>Molestie urna eu tortor, erat scelerisque eget. Nunc hendrerit sed interdum lacus. Lorem quis viverra sed
+Lorem ipsum dolor sit amet, consectetur adipiscing elit. Purus, donec nunc eros, ullamcorper id feugiat</p>
+<h4 id="privacy-policy-changes">Privacy Policy Changes</h4>
+<ol>
+<li>Sll the Themefisher items are designed to be with the latest , We check all</li>
+<li>comments that threaten or harm the reputation of any person or organization</li>
+<li>personal information including, but  limited to, email addresses, telephone numbers</li>
+<li>Any Update come in The technology  Customer will get automatic  Notification.</li>
+</ol>
+
+        </div>
+      </div>
+    </div>
+  </div>
+</section>
+
+
+
+
+  
+<footer class="py-4 bg-light border-top">
+  <div class="container">
+    <div class="row justify-content-between align-items-center">
+      <div class="col-lg-4 text-center text-lg-left mb-4 mb-lg-0">
+        <a href="https://neuroneural.github.io/" class="d-block"><img loading="lazy" src="https://neuroneural.github.io/images/logo.svg" class="img-fluid" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      </div>
+      <div class="col-lg-4 text-center mb-4 mb-lg-0">
+        <ul class="list-inline mb-0">
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/about/">About</a></li>
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/privacy/">Privacy</a></li>
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/terms-conditions/">Terms &amp; Conditions</a></li>
+          
+        </ul>
+      </div>
+      <div class="col-lg-4 text-lg-right text-center mb-4 mb-lg-0">
+        <ul class="list-inline social-icon mb-0">
+          
+          <li class="list-inline-item"><a href="https://www.facebook.com/GeorgiaStateUniversity" aria-label="social-profile"><i class="fab fa-facebook"></i></a></li>
+          
+          <li class="list-inline-item"><a href="https://twitter.com/PlisSergey" aria-label="social-profile"><i class="fab fa-twitter"></i></a></li>
+          
+          <li class="list-inline-item"><a href="https://github.com/neuroneural" aria-label="social-profile"><i class="fab fa-github"></i></a></li>
+          
+          <li class="list-inline-item"><a href="https://www.linkedin.com/in/sergeyplis/" aria-label="social-profile"><i class="fab fa-linkedin"></i></a></li>
+          
+        </ul>
+      </div>
+    </div>
+    <div class="text-center mt-4">
+      <span></span>
+    </div>
+  </div>
+</footer>
+
+  
+<script src="https://cdn.jsdelivr.net/gh/theprojectsomething/webfontloader@feature/google-fonts-v2/webfontloader.js"></script>
+
+
+<script>
+  WebFont.load({
+    google: {
+      api: 'https://fonts.googleapis.com/css2',
+      families: ['PT Sans:wght@400;700&display=swap'],
+      version: 2
+    },
+    active: () => {
+      sessionStorage.fontsLoaded = true
+    }
+  });
+</script>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+<script src="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.2/js/all.min.js" type="application/javascript" crossorigin='anonymous' defer='defer' data-search-pseudo-elements></script>
+
+
+
+
+<script crossorigin="anonymous" defer="defer" data-turbolinks-suppress-warning integrity="sha512-aM5&#43;2MhpPViERywv3SopyAtpVq1CnhoinLBgnDDyql0lTnvhFcMmG1NxECWhFsLkxNgL5tgcxUucdSvM6tUK&#43;w==" type="application/javascript">(function(e){"use strict";e(window).on("load",function(){e(".preloader").fadeOut(100)}),e(window).scroll(function(){e(".navigation").offset().top>1?e(".navigation").addClass("nav-bg"):e(".navigation").removeClass("nav-bg")}),e("#searchOpen").on("click",function(){e(".search-wrapper").addClass("open"),setTimeout(function(){e(".search-box").focus()},400)}),e("#searchClose").on("click",function(){e(".search-wrapper").removeClass("open")}),e(".tab-content").find(".tab-pane").each(function(){var s=e(this).closest(".code-tabs").find(".nav-tabs"),o=e(this).attr("title");s.append('<li class="nav-item"><a class="nav-link" href="#">'+o+"</a></li>")}),e(".code-tabs ul.nav-tabs").each(function(){e(this).find("li:first").addClass("active")}),e(".code-tabs .tab-content").each(function(){e(this).find("div:first").addClass("active")}),e(".nav-tabs a").click(function(t){t.preventDefault();var n=e(this).parent(),o=n.index(),s=e(this).closest(".code-tabs"),i=s.find(".tab-pane").eq(o);s.find(".active").removeClass("active"),n.addClass("active"),i.addClass("active")}),e(".collapse").on("shown.bs.collapse",function(){e(this).parent().find(".fas fa-plus").removeClass("fas fa-plus").addClass("fas fa-minus")}).on("hidden.bs.collapse",function(){e(this).parent().find(".fas fa-minus").removeClass("fas fa-minus").addClass("fas fa-plus")});function t(){e(".slider-block").slick({dots:!1,arrows:!0,infinite:!0,speed:400,slidesToShow:3,slidesToScroll:1,adaptiveHeight:!0,autoplay:!0,prevArrow:e(".slider-prev"),nextArrow:e(".slider-next"),responsive:[{breakpoint:991,settings:{slidesToShow:2}},{breakpoint:767,settings:{slidesToShow:1}}]})}t();function n(){var e,t,n=document.querySelector(".shuffle-wrapper");n&&(e=window.Shuffle,t=new e(document.querySelector(".shuffle-wrapper"),{itemSelector:".shuffle-item",buffer:1}),jQuery('input[name="shuffle-filter"]').on("change",function(e){var n=e.currentTarget;n.checked&&t.filter(n.value)}))}n()})(jQuery)</script>
+
+
+
+</body>
+
+</html>
\ No newline at end of file
diff --git a/search/index.html b/search/index.html
new file mode 100644
index 0000000..6fd4b3e
--- /dev/null
+++ b/search/index.html
@@ -0,0 +1,333 @@
+<!DOCTYPE html>
+<html lang="en-us"><meta charset="utf-8">
+<title>Search Result</title>
+
+<meta name="author" content="Themefisher">
+<meta name="description" content="this is meta description">
+
+
+
+<meta name="author" content="Themefisher">
+<meta name="generator" content="Hugo 0.124.0">
+
+<!-- mobile responsive meta -->
+<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=5">
+
+<!-- Favicon -->
+<link rel="icon" href="https://neuroneural.github.io/images/favicon.png" type="image/x-icon">
+
+
+
+
+
+<head>
+  <meta charset="utf-8">
+<title>Search Result</title>
+
+<meta name="author" content="Themefisher">
+<meta name="description" content="this is meta description">
+
+
+
+<meta name="author" content="Themefisher">
+<meta name="generator" content="Hugo 0.124.0">
+
+<!-- mobile responsive meta -->
+<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=5">
+
+<!-- Favicon -->
+<link rel="icon" href="https://neuroneural.github.io/images/favicon.png" type="image/x-icon">
+
+
+
+
+
+
+  
+<link rel="preconnect" href="https://fonts.gstatic.com">
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+
+
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+
+
+
+
+
+
+<style crossorigin="anonymous" media="all" type="text/css" integrity="sha512-cQgr1rYvgjGBCFdF6U1ftm71Ko1xIO6P69RdtqewTmdkdQOYpmSlVEr42ojUMlhRS6H6iRmnYLttyC593Vi3pw==">/*!* Bootstrap v4.6.0 (https://getbootstrap.com/)
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+<title>Tags</title>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Feb 20, 2023 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Kseniya Solovyeva, David Danks, Mohammadsajad Abavisani, Sergey Plis</p>
+  <a href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Sep 7, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, Maria Misiura, R Devon Hjelm, Sergey M Plis, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Aug 27, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey Plis, Vince Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jul 21, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Md Rahman, Usman Mahmood, Noah Lewis, Harshvardhan Gazula, Alex Fedorov, Zening Fu, Vince D Calhoun, Sergey M Plis</p>
+  <a href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
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+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
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+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+      <pubDate>Wed, 07 Sep 2022 05:00:00 +0000</pubDate>
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+      <description>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, Maria Misiura, R Devon Hjelm, Sergey M Plis, Vince D Calhoun</description>
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+      <title>Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</title>
+      <link>https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/</link>
+      <pubDate>Sat, 01 Jan 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/</guid>
+      <description>Authors : Harshvardhan Gazula, Kelly Rootes-Murdy, Bharath Holla, Sunitha Basodi, Zuo Zhang, Eric Verner, Ross Kelly, Pratima Murthy, Amit Chakrabarti, Debasish Basu, Subodh Bhagyalakshmi Nanjayya, Rajkumar Lenin Singh, Roshan Lourembam Singh, Kartik Kalyanram, Kamakshi Kartik, Kumaran Kalyanaraman, Krishnaveni Ghattu, Rebecca Kuriyan, Sunita Simon Kurpad, Gareth J Barker, Rose Dawn Bharath, Sylvane Desrivieres, Meera Purushottam, Dimitri Papadopoulos Orfanos, Eesha Sharma, Matthew Hickman, Mireille Toledano, Nilakshi Vaidya, Tobias Banaschewski, Arun LW Bokde, Herta Flor, Antoine Grigis, Hugh Garavan, Penny Gowland, Andreas Heinz, Rüdiger Brühl, Jean-Luc Martinot, Marie-Laure Paillère Martinot, Eric Artiges, Frauke Nees, Tomáš Paus, Luise Poustka, Juliane H Fröhner, Lauren Robinson, Michael N Smolka, Henrik Walter, Jeanne Winterer, Robert Whelan, Jessica A Turner, Anand D Sarwate, Sergey M Plis, Vivek Benegal, Gunter Schumann, Vince D Calhoun, IMAGEN Consortium</description>
+    </item>
+    <item>
+      <title>Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</title>
+      <link>https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/</link>
+      <pubDate>Sat, 01 Jan 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/</guid>
+      <description>Authors : Haleh Falakshahi, Hooman Rokham, Zening Fu, Armin Iraji, Daniel H Mathalon, Judith M Ford, Bryon A Mueller, Adrian Preda, Theo GM van Erp, Jessica A Turner, Sergey Plis, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Single-shot pruning for offline reinforcement learning</title>
+      <link>https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/</link>
+      <pubDate>Fri, 31 Dec 2021 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/</guid>
+      <description>Authors : Samin Yeasar Arnob, Riyasat Ohib, Sergey Plis, Doina Precup</description>
+    </item>
+    <item>
+      <title>Federated analysis of neuroimaging data: A review of the field</title>
+      <link>https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/</link>
+      <pubDate>Mon, 22 Nov 2021 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/</guid>
+      <description>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Tracking whole-brain connectivity dynamics in the resting state</title>
+      <link>https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/</link>
+      <pubDate>Sat, 01 Mar 2014 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/</guid>
+      <description>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</description>
+    </item>
+  </channel>
+</rss>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+  .notices p svg {
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+    top: 7px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
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+  .notices p svg {
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+    top: 7px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/">Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></h2>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+  .notices p svg {
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+    top: 7px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Nov 22, 2021 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
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+  <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
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+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/">Tracking whole-brain connectivity dynamics in the resting state</a></h2>
+  <div class="mb-3 post-meta">
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+    Mar 1, 2014 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
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+  <p>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</p>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/">Causal Learning through Deliberate Undersampling</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Feb 20, 2023 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Kseniya Solovyeva, David Danks, Mohammadsajad Abavisani, Sergey Plis</p>
+  <a href="https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/">Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&rsquo;s phenotypes</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Sep 7, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, Maria Misiura, R Devon Hjelm, Sergey M Plis, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/">Pipeline-Invariant Representation Learning for Neuroimaging</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Aug 27, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey Plis, Vince Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/">Interpreting models interpreting brain dynamics</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jul 21, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Md Rahman, Usman Mahmood, Noah Lewis, Harshvardhan Gazula, Alex Fedorov, Zening Fu, Vince D Calhoun, Sergey M Plis</p>
+  <a href="https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
+</article>
+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/">Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jul 11, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
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+  <p>Authors : Xinhui Li, Eloy Geenjaar, Zening Fu, Sergey Plis, Vince Calhoun</p>
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diff --git a/tags/publications/index.xml b/tags/publications/index.xml
new file mode 100644
index 0000000..665245d
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+    <title>Publications on neuroneural | Sergey Plis, Ph.D.</title>
+    <link>https://neuroneural.github.io/tags/publications/</link>
+    <description>Recent content in Publications on neuroneural | Sergey Plis, Ph.D.</description>
+    <generator>Hugo -- gohugo.io</generator>
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+      <title>Causal Learning through Deliberate Undersampling</title>
+      <link>https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/</link>
+      <pubDate>Mon, 20 Feb 2023 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/causal-learning-through-deliberate-undersampling/</guid>
+      <description>Authors : Kseniya Solovyeva, David Danks, Mohammadsajad Abavisani, Sergey Plis</description>
+    </item>
+    <item>
+      <title>Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer&#39;s phenotypes</title>
+      <link>https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/</link>
+      <pubDate>Wed, 07 Sep 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/self-supervised-multimodal-neuroimaging-yields-predictive-representations-for-a-spectrum-of-alzheimers-phenotypes/</guid>
+      <description>Authors : Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P DeRamus, Margaux Luck, Maria Misiura, R Devon Hjelm, Sergey M Plis, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Pipeline-Invariant Representation Learning for Neuroimaging</title>
+      <link>https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/</link>
+      <pubDate>Sat, 27 Aug 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/pipeline-invariant-representation-learning-for-neuroimaging/</guid>
+      <description>Authors : Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey Plis, Vince Calhoun</description>
+    </item>
+    <item>
+      <title>Interpreting models interpreting brain dynamics</title>
+      <link>https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/</link>
+      <pubDate>Thu, 21 Jul 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/interpreting-models-interpreting-brain-dynamics/</guid>
+      <description>Authors : Md Rahman, Usman Mahmood, Noah Lewis, Harshvardhan Gazula, Alex Fedorov, Zening Fu, Vince D Calhoun, Sergey M Plis</description>
+    </item>
+    <item>
+      <title>Mind the gap: functional network connectivity interpolation between schizophrenia patients and controls using a variational autoencoder</title>
+      <link>https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/</link>
+      <pubDate>Mon, 11 Jul 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/mind-the-gap-functional-network-connectivity-interpolation-between-schizophrenia-patients-and-controls-using-a-variational-autoencoder/</guid>
+      <description>Authors : Xinhui Li, Eloy Geenjaar, Zening Fu, Sergey Plis, Vince Calhoun</description>
+    </item>
+    <item>
+      <title>Statelets: Capturing recurrent transient variations in dynamic functional network connectivity</title>
+      <link>https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/</link>
+      <pubDate>Wed, 01 Jun 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/statelets-capturing-recurrent-transient-variations-in-dynamic-functional-network-connectivity/</guid>
+      <description>Authors : Md Abdur Rahaman, Eswar Damaraju, Debbrata K Saha, Sergey M Plis, Vince D Calhoun</description>
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+      <title>Constraint-Based Causal Structure Learning from Undersampled Graphs</title>
+      <link>https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/</link>
+      <pubDate>Wed, 18 May 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/constraint-based-causal-structure-learning-from-undersampled-graphs/</guid>
+      <description>Authors : Mohammadsajad Abavisani, David Danks, Sergey Plis&#xA;Publication date : 2022/5/18</description>
+    </item>
+    <item>
+      <title>Privacy‐preserving quality control of neuroimaging datasets in federated environments</title>
+      <link>https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/</link>
+      <pubDate>Sun, 01 May 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/</guid>
+      <description>Authors : Debbrata K Saha, Vince D Calhoun, Yuhui Du, Zening Fu, Soo Min Kwon, Anand D Sarwate, Sandeep R Panta, Sergey M Plis</description>
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+      <link>https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/</link>
+      <pubDate>Tue, 05 Apr 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/</guid>
+      <description>Authors : Sunitha Basodi, Rajikha Raja, Bhaskar Ray, Harshvardhan Gazula, Anand D Sarwate, Sergey Plis, Jingyu Liu, Eric Verner, Vince D Calhoun</description>
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+      <title>Geometrically Guided Saliency Maps</title>
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+      <pubDate>Sat, 05 Mar 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/geometrically-guided-saliency-maps/</guid>
+      <description>Authors : Md Mahfuzur Rahman, Noah Lewis, Sergey Plis&#xA;Publication date : 2014/3/1</description>
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+      <title>Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</title>
+      <link>https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/</link>
+      <pubDate>Tue, 01 Mar 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/</guid>
+      <description>Authors : Shile Qi, Rogers F Silva, Daoqiang Zhang, Sergey M Plis, Robyn Miller, Victor M Vergara, Rongtao Jiang, Dongmei Zhi, Jing Sui, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Deep learning in neuroimaging: Promises and challenges</title>
+      <link>https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/</link>
+      <pubDate>Thu, 24 Feb 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/</guid>
+      <description>Authors : Weizheng Yan, Gang Qu, Wenxing Hu, Anees Abrol, Biao Cai, Chen Qiao, Sergey M Plis, Yu-Ping Wang, Jing Sui, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</title>
+      <link>https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/</link>
+      <pubDate>Sat, 01 Jan 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/</guid>
+      <description>Authors : Harshvardhan Gazula, Kelly Rootes-Murdy, Bharath Holla, Sunitha Basodi, Zuo Zhang, Eric Verner, Ross Kelly, Pratima Murthy, Amit Chakrabarti, Debasish Basu, Subodh Bhagyalakshmi Nanjayya, Rajkumar Lenin Singh, Roshan Lourembam Singh, Kartik Kalyanram, Kamakshi Kartik, Kumaran Kalyanaraman, Krishnaveni Ghattu, Rebecca Kuriyan, Sunita Simon Kurpad, Gareth J Barker, Rose Dawn Bharath, Sylvane Desrivieres, Meera Purushottam, Dimitri Papadopoulos Orfanos, Eesha Sharma, Matthew Hickman, Mireille Toledano, Nilakshi Vaidya, Tobias Banaschewski, Arun LW Bokde, Herta Flor, Antoine Grigis, Hugh Garavan, Penny Gowland, Andreas Heinz, Rüdiger Brühl, Jean-Luc Martinot, Marie-Laure Paillère Martinot, Eric Artiges, Frauke Nees, Tomáš Paus, Luise Poustka, Juliane H Fröhner, Lauren Robinson, Michael N Smolka, Henrik Walter, Jeanne Winterer, Robert Whelan, Jessica A Turner, Anand D Sarwate, Sergey M Plis, Vivek Benegal, Gunter Schumann, Vince D Calhoun, IMAGEN Consortium</description>
+    </item>
+    <item>
+      <title>Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</title>
+      <link>https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/</link>
+      <pubDate>Sat, 01 Jan 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/</guid>
+      <description>Authors : Haleh Falakshahi, Hooman Rokham, Zening Fu, Armin Iraji, Daniel H Mathalon, Judith M Ford, Bryon A Mueller, Adrian Preda, Theo GM van Erp, Jessica A Turner, Sergey Plis, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Single-shot pruning for offline reinforcement learning</title>
+      <link>https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/</link>
+      <pubDate>Fri, 31 Dec 2021 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/</guid>
+      <description>Authors : Samin Yeasar Arnob, Riyasat Ohib, Sergey Plis, Doina Precup</description>
+    </item>
+    <item>
+      <title>Federated analysis of neuroimaging data: A review of the field</title>
+      <link>https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/</link>
+      <pubDate>Mon, 22 Nov 2021 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/federated-analysis-of-neuroimaging-data-a-review-of-the-field/</guid>
+      <description>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</description>
+    </item>
+    <item>
+      <title>Tracking whole-brain connectivity dynamics in the resting state</title>
+      <link>https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/</link>
+      <pubDate>Sat, 01 Mar 2014 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/posts/tracking-whole-brain-connectivity-dynamics-in-the-resting-state/</guid>
+      <description>Authors : Elena A Allen, Eswar Damaraju, Sergey M Plis, Erik B Erhardt, Tom Eichele, Vince D Calhoun</description>
+    </item>
+  </channel>
+</rss>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+  .notices p svg {
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+    top: 7px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+  <a href="https://neuroneural.github.io/posts/privacypreserving-quality-control-of-neuroimaging-datasets-in-federated-environments/" class="btn btn-sm btn-transparent pl-0">read more</a>
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+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/decentralized-brain-age-estimation-using-mri-data/">Decentralized Brain Age Estimation using MRI Data</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Apr 5, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
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+  <p>Authors : Sunitha Basodi, Rajikha Raja, Bhaskar Ray, Harshvardhan Gazula, Anand D Sarwate, Sergey Plis, Jingyu Liu, Eric Verner, Vince D Calhoun</p>
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+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
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+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+  .notices p svg {
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+    top: 7px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/">Three‐way parallel group independent component analysis: Fusion of spatial and spatiotemporal magnetic resonance imaging data</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Mar 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Shile Qi, Rogers F Silva, Daoqiang Zhang, Sergey M Plis, Robyn Miller, Victor M Vergara, Rongtao Jiang, Dongmei Zhi, Jing Sui, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/three-way-parallel-group-independent-component-analysis-fusion-of-spatial-and-spatiotemporal-magnetic-resonance-imaging-data/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
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+          
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+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/">Deep learning in neuroimaging: Promises and challenges</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Feb 24, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
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+  <p>Authors : Weizheng Yan, Gang Qu, Wenxing Hu, Anees Abrol, Biao Cai, Chen Qiao, Sergey M Plis, Yu-Ping Wang, Jing Sui, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/deep-learning-in-neuroimaging-promises-and-challenges/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
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+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/">Federated analysis in COINSTAC reveals functional network connectivity and spectral links to smoking and alcohol consumption in nearly 2,000 adolescent brains</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jan 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
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+  <p>Authors : Harshvardhan Gazula, Kelly Rootes-Murdy, Bharath Holla, Sunitha Basodi, Zuo Zhang, Eric Verner, Ross Kelly, Pratima Murthy, Amit Chakrabarti, Debasish Basu, Subodh Bhagyalakshmi Nanjayya, Rajkumar Lenin Singh, Roshan Lourembam Singh, Kartik Kalyanram, Kamakshi Kartik, Kumaran Kalyanaraman, Krishnaveni Ghattu, Rebecca Kuriyan, Sunita Simon Kurpad, Gareth J Barker, Rose Dawn Bharath, Sylvane Desrivieres, Meera Purushottam, Dimitri Papadopoulos Orfanos, Eesha Sharma, Matthew Hickman, Mireille Toledano, Nilakshi Vaidya, Tobias Banaschewski, Arun LW Bokde, Herta Flor, Antoine Grigis, Hugh Garavan, Penny Gowland, Andreas Heinz, Rüdiger Brühl, Jean-Luc Martinot, Marie-Laure Paillère Martinot, Eric Artiges, Frauke Nees, Tomáš Paus, Luise Poustka, Juliane H Fröhner, Lauren Robinson, Michael N Smolka, Henrik Walter, Jeanne Winterer, Robert Whelan, Jessica A Turner, Anand D Sarwate, Sergey M Plis, Vivek Benegal, Gunter Schumann, Vince D Calhoun, IMAGEN Consortium</p>
+  <a href="https://neuroneural.github.io/posts/federated-analysis-in-coinstac-reveals-functional-network-connectivity-and-spectral-links-to-smoking-and-alcohol-consumption-in-nearly-2000-adolescent-brains/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
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+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/">Path analysis: A method to estimate altered pathways in time-varying graphs of neuroimaging data</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Jan 1, 2022 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
+    
+  </div>
+  <p>Authors : Haleh Falakshahi, Hooman Rokham, Zening Fu, Armin Iraji, Daniel H Mathalon, Judith M Ford, Bryon A Mueller, Adrian Preda, Theo GM van Erp, Jessica A Turner, Sergey Plis, Vince D Calhoun</p>
+  <a href="https://neuroneural.github.io/posts/path-analysis-a-method-to-estimate-altered-pathways-in-time-varying-graphs-of-neuroimaging-data/" class="btn btn-sm btn-transparent pl-0">read more</a>
+  <div style="border: 1px #eee solid; margin-top:40px"></div>
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+          
+          <article class="mb-4 pb-2">
+  <h2 class="h4"><a class="post-title" href="https://neuroneural.github.io/posts/single-shot-pruning-for-offline-reinforcement-learning/">Single-shot pruning for offline reinforcement learning</a></h2>
+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
+    Dec 31, 2021 <span class="mx-1">|</span> 
+    <a href="https://neuroneural.github.io/categories/publications">Publications</a>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+  .notices p svg {
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+    top: 7px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+  <div class="mb-3 post-meta">
+    <a href="https://neuroneural.github.io/author/sergey-plis">Sergey Plis</a> <span class="mx-1">|</span>
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+  <div class="mb-3 post-meta">
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+    Mar 1, 2014 <span class="mx-1">|</span> 
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+    
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diff --git a/team/alex-fedorov/index.html b/team/alex-fedorov/index.html
new file mode 100644
index 0000000..b3f83b9
--- /dev/null
+++ b/team/alex-fedorov/index.html
@@ -0,0 +1,385 @@
+<!DOCTYPE html>
+<html lang="en-us"><meta charset="utf-8">
+<title>Alex Fedorov</title>
+
+<meta name="author" content="Themefisher">
+<meta name="description" content="I am a third year Ph.D. student in Electrical &amp; Computer Engineering at
+[Georgia Institute of Technology](https://www.gatech.edu/)
+under the supervision of
+[Dr. Sergey Plis](https://scholar.google.com/citations?user=nm3liowAAAAJ)
+and
+[Dr. Vince D. Calhoun](https://scholar.google.com/citations?user=WNOoGKIAAAAJ)
+. I have interned at
+[Microsoft Research Redmond](https://www.microsoft.com/en-us/research/lab/microsoft-research-redmond/)
+and
+[Mila - Quebec AI Institute](https://mila.quebec/)">
+
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+  <meta charset="utf-8">
+<title>Alex Fedorov</title>
+
+<meta name="author" content="Themefisher">
+<meta name="description" content="I am a third year Ph.D. student in Electrical &amp; Computer Engineering at
+[Georgia Institute of Technology](https://www.gatech.edu/)
+under the supervision of
+[Dr. Sergey Plis](https://scholar.google.com/citations?user=nm3liowAAAAJ)
+and
+[Dr. Vince D. Calhoun](https://scholar.google.com/citations?user=WNOoGKIAAAAJ)
+. I have interned at
+[Microsoft Research Redmond](https://www.microsoft.com/en-us/research/lab/microsoft-research-redmond/)
+and
+[Mila - Quebec AI Institute](https://mila.quebec/)">
+
+
+
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          
+          <div class="block content">
+            <h2 id="research-summary">Research Summary</h2>
+<p>I am interested in the following topics (with selected works):</p>
+<ul>
+<li>Self-Supervision: Natural Images <a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=Jm3jBOEAAAAJ&citation_for_view=Jm3jBOEAAAAJ:9yKSN-GCB0IC">[ICLR 2019]</a>, Neuroimaging <a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=Jm3jBOEAAAAJ&citation_for_view=Jm3jBOEAAAAJ:8k81kl-MbHgC">[IEEE BHI 2019]</a><a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=Jm3jBOEAAAAJ&citation_for_view=Jm3jBOEAAAAJ:ULOm3_A8WrAC">[MICCAI 2020]</a><a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=Jm3jBOEAAAAJ&citation_for_view=Jm3jBOEAAAAJ:MXK_kJrjxJIC">[NeurIPS ML4H Workshop 2019]</a></li>
+<li>Multimodal Learning: Neuroimaging <a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=Jm3jBOEAAAAJ&citation_for_view=Jm3jBOEAAAAJ:aqlVkmm33-oC">[IEEE ICHI 2021]</a></li>
+<li>Out-of-distribution Generalization, Robustness and Fairness: Neuroimaging <a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=Jm3jBOEAAAAJ&citation_for_view=Jm3jBOEAAAAJ:qxL8FJ1GzNcC">[ICLR RobustML Workshop 2021]</a></li>
+<li>Interpretability: Neuroimaging <a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=Jm3jBOEAAAAJ&citation_for_view=Jm3jBOEAAAAJ:YOwf2qJgpHMC">[IEEE ISBI 2021]</a>, <a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=Jm3jBOEAAAAJ&citation_for_view=Jm3jBOEAAAAJ:4DMP91E08xMC">[Preprint]</a></li>
+<li>Image Segmentation: Brain Tissue <a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=Jm3jBOEAAAAJ&citation_for_view=Jm3jBOEAAAAJ:u5HHmVD_uO8C">[IJCNN 2017]</a>, Atlas <a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=Jm3jBOEAAAAJ&citation_for_view=Jm3jBOEAAAAJ:d1gkVwhDpl0C">[BigNeuro Workshop NeurIPS 2017]</a></li>
+</ul>
+<p>I also worked on Reinforcement Learning <a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=Jm3jBOEAAAAJ&citation_for_view=Jm3jBOEAAAAJ:u-x6o8ySG0sC">[NeurIPS Deep RL Workshop 2015]</a> and Computer Vision problems (traffic sign recognition; age and gender recognition from human faces).</p>
+<p>I am a Ph.D. student in Electrical &amp; Computer Engineering at Georgia Institute of Technology under the supervision of Dr. Sergey Plis and Dr. Vince D. Calhoun. My research interests are Representation Learning, Self-Supervision, and Multimodal Learning.</p>
+
+          </div>
+        </div>
+      </div>
+      <div class="col-lg-4 order-0 order-lg-1 mb-4 pb-2 pb-lg-0 mb-lg-0">
+        <div class="sticky-top" style="top:110px;z-index:1">
+          <div class="shadow p-4">
+            <div class="d-block d-sm-flex align-items-center justify-content-between">
+              <h3 class="mb-3 mb-sm-0">Alex Fedorov</h3>
+              <a class="btn btn-outline-primary btn-sm rounded-0" href="https://scholar.google.com/citations?user=Jm3jBOEAAAAJ&amp;hl=en" target="_blank"></a>
+            </div>
+            <div class="border-top border-bottom py-3 my-4 content">
+              I am a third year Ph.D. student in Electrical &amp; Computer Engineering at
+<a href="https://www.gatech.edu/">Georgia Institute of Technology</a>
+under the supervision of
+<a href="https://scholar.google.com/citations?user=nm3liowAAAAJ">Dr. Sergey Plis</a>
+and
+<a href="https://scholar.google.com/citations?user=WNOoGKIAAAAJ">Dr. Vince D. Calhoun</a>
+. I have interned at
+<a href="https://www.microsoft.com/en-us/research/lab/microsoft-research-redmond/">Microsoft Research Redmond</a>
+and
+<a href="https://mila.quebec/">Mila - Quebec AI Institute</a>
+            </div>
+            
+            <div class="mb-3 d-flex align-items-baseline">
+              <h6 style="flex: 0 0 75px;">Georgia Tech :</h6>
+              <div class="content"><a href="mailto:afedorov@gatech.edu">afedorov@gatech.edu</a></div>
+            </div>
+            
+            <div class="mb-3 d-flex align-items-baseline">
+              <h6 style="flex: 0 0 75px;">LinkedIn :</h6>
+              <div class="content"><a href="https://www.linkedin.com/in/entodi/">https://www.linkedin.com/in/entodi/</a></div>
+            </div>
+            
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+<title>Brad Baker</title>
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+<meta name="description" content="I am primarily interested in machine learning and its intersections with complex applications and theory. My current research interests are focused in leveraging insights from optimization and neural computation to interpret and innovate on Artificial Neural Networks. I am interested in novel methods for applying deep learning to neuroimaging data, especially drawing from distributed learning for performing efficient and privacy sensitive analyses in large scale, collaborative settings. I am additionally interested in the use of information theory for training and interpreting neural networks, the application of complex network theory principles to modelling neural dynamics, and drawing inspiration from neuroscience to innovate with artificial neural networks and vice-versa.">
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+<title>Brad Baker</title>
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+<meta name="description" content="I am primarily interested in machine learning and its intersections with complex applications and theory. My current research interests are focused in leveraging insights from optimization and neural computation to interpret and innovate on Artificial Neural Networks. I am interested in novel methods for applying deep learning to neuroimaging data, especially drawing from distributed learning for performing efficient and privacy sensitive analyses in large scale, collaborative settings. I am additionally interested in the use of information theory for training and interpreting neural networks, the application of complex network theory principles to modelling neural dynamics, and drawing inspiration from neuroscience to innovate with artificial neural networks and vice-versa.">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+              I am primarily interested in machine learning and its intersections with complex applications and theory. My current research interests are focused in leveraging insights from optimization and neural computation to interpret and innovate on Artificial Neural Networks. I am interested in novel methods for applying deep learning to neuroimaging data, especially drawing from distributed learning for performing efficient and privacy sensitive analyses in large scale, collaborative settings. I am additionally interested in the use of information theory for training and interpreting neural networks, the application of complex network theory principles to modelling neural dynamics, and drawing inspiration from neuroscience to innovate with artificial neural networks and vice-versa.
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+<title>Capella Edwards</title>
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
+          
+          <li class="nav-item">
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+<html lang="en-us"><meta charset="utf-8">
+<title>Farfalla Hu</title>
+
+<meta name="author" content="Themefisher">
+<meta name="description" content="Hi, everyone. My name is Farfalla Hu. I am a multimedia designer and I studied Motion Media and Interactive Design as my undergrad at SCAD.  My master&#39;s degree is at GSU in Computer Science. Here is my personal website http://farfallahu.com/.">
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+<meta name="author" content="Themefisher">
+<meta name="description" content="Hi, everyone. My name is Farfalla Hu. I am a multimedia designer and I studied Motion Media and Interactive Design as my undergrad at SCAD.  My master&#39;s degree is at GSU in Computer Science. Here is my personal website http://farfallahu.com/.">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/">Home</a>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/team">Team</a>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/categories/publications">Publications</a>
+          </li>
+          
+          
+          
+          <li class="nav-item dropdown">
+            <a class="nav-link dropdown-toggle" href="#" role="button" data-toggle="dropdown" aria-haspopup="true"
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+          
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+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/categories/classes">Classes</a>
+          </li>
+          
+          
+          
+          <li class="nav-item">
+            <a class="nav-link" href="https://neuroneural.github.io/contact">Contact</a>
+          </li>
+          
+          
+          
+          <li class="nav-item dropdown">
+            <a class="nav-link dropdown-toggle" href="#" role="button" data-toggle="dropdown" aria-haspopup="true"
+              aria-expanded="false">
+              Blog
+            </a>
+            <div class="dropdown-menu">
+              
+              <a class="dropdown-item" href="https://neuroneural.github.io/elements/">Elements</a>
+              
+            </div>
+          </li>
+          
+          
+
+          
+          
+        </ul>
+
+        
+        
+        <!-- search -->
+        
+        <div class="search ml-lg-4">
+          <div class="search-wrapper-expanded d-flex">
+            <form action="https://neuroneural.github.io/search" class="w-100">
+              <input class="search-box" id="search-query" name="s" type="search" placeholder="" required>
+            </form>
+            <button class="search-btn pl-0 "><svg xmlns="http://www.w3.org/2000/svg" width="16" height="16" fill="currentColor" viewBox="0 0 16 16"><path d="M11.742 10.344a6.5 6.5 0 1 0-1.397 1.398h-.001c.03.04.062.078.098.115l3.85 3.85a1 1 0 0 0 1.415-1.414l-3.85-3.85a1.007 1.007 0 0 0-.115-.1zM12 6.5a5.5 5.5 0 1 1-11 0 5.5 5.5 0 0 1 11 0z"/></svg></button>
+          </div>
+        </div>
+        
+        
+      </div>
+    </nav>
+  </div>
+</header>
+<!-- /navigation -->
+
+<section class="section">
+  <div class="container">
+    <div class="row">
+      <div class="col-lg-8 order-1 order-lg-0">
+        <div class="shadow">
+          
+            <img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/team/Farfalla.png" alt="post-image">
+          
+          <div class="block content">
+            
+          </div>
+        </div>
+      </div>
+      <div class="col-lg-4 order-0 order-lg-1 mb-4 pb-2 pb-lg-0 mb-lg-0">
+        <div class="sticky-top" style="top:110px;z-index:1">
+          <div class="shadow p-4">
+            <div class="d-block d-sm-flex align-items-center justify-content-between">
+              <h3 class="mb-3 mb-sm-0">Farfalla Hu</h3>
+              <a class="btn btn-outline-primary btn-sm rounded-0" href="https://farfallahu.com/" target="_blank"></a>
+            </div>
+            <div class="border-top border-bottom py-3 my-4 content">
+              Hi, everyone. My name is Farfalla Hu. I am a multimedia designer and I studied Motion Media and Interactive Design as my undergrad at SCAD.  My master&rsquo;s degree is at GSU in Computer Science. Here is my personal website <a href="http://farfallahu.com/">http://farfallahu.com/</a>.
+            </div>
+            
+            <div class="mb-3 d-flex align-items-baseline">
+              <h6 style="flex: 0 0 75px;">Eail :</h6>
+              <div class="content"><a href="mailto:FarfallaHu@gmail.com">FarfallaHu@gmail.com</a></div>
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+            
+            <div class="d-flex align-items-baseline">
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+<footer class="py-4 bg-light border-top">
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+    <div class="row justify-content-between align-items-center">
+      <div class="col-lg-4 text-center text-lg-left mb-4 mb-lg-0">
+        <a href="https://neuroneural.github.io/" class="d-block"><img loading="lazy" src="https://neuroneural.github.io/images/logo.svg" class="img-fluid" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      </div>
+      <div class="col-lg-4 text-center mb-4 mb-lg-0">
+        <ul class="list-inline mb-0">
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/about/">About</a></li>
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/privacy/">Privacy</a></li>
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/terms-conditions/">Terms &amp; Conditions</a></li>
+          
+        </ul>
+      </div>
+      <div class="col-lg-4 text-lg-right text-center mb-4 mb-lg-0">
+        <ul class="list-inline social-icon mb-0">
+          
+          <li class="list-inline-item"><a href="https://www.facebook.com/GeorgiaStateUniversity" aria-label="social-profile"><i class="fab fa-facebook"></i></a></li>
+          
+          <li class="list-inline-item"><a href="https://twitter.com/PlisSergey" aria-label="social-profile"><i class="fab fa-twitter"></i></a></li>
+          
+          <li class="list-inline-item"><a href="https://github.com/neuroneural" aria-label="social-profile"><i class="fab fa-github"></i></a></li>
+          
+          <li class="list-inline-item"><a href="https://www.linkedin.com/in/sergeyplis/" aria-label="social-profile"><i class="fab fa-linkedin"></i></a></li>
+          
+        </ul>
+      </div>
+    </div>
+    <div class="text-center mt-4">
+      <span></span>
+    </div>
+  </div>
+</footer>
+
+  
+<script src="https://cdn.jsdelivr.net/gh/theprojectsomething/webfontloader@feature/google-fonts-v2/webfontloader.js"></script>
+
+
+<script>
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+      families: ['PT Sans:wght@400;700&display=swap'],
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+      sessionStorage.fontsLoaded = true
+    }
+  });
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+
+
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+</html>
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diff --git a/team/index.html b/team/index.html
new file mode 100644
index 0000000..a75c6dc
--- /dev/null
+++ b/team/index.html
@@ -0,0 +1,654 @@
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+<html lang="en-us"><meta charset="utf-8">
+<title>Team</title>
+
+<meta name="author" content="Themefisher">
+<meta name="description" content="this is meta description">
+
+
+
+<meta name="author" content="Themefisher">
+<meta name="generator" content="Hugo 0.124.0">
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+<!-- mobile responsive meta -->
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+<!-- Favicon -->
+<link rel="icon" href="https://neuroneural.github.io/images/favicon.png" type="image/x-icon">
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+
+<head>
+  <meta charset="utf-8">
+<title>Team</title>
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+<meta name="author" content="Themefisher">
+<meta name="description" content="this is meta description">
+
+
+
+<meta name="author" content="Themefisher">
+<meta name="generator" content="Hugo 0.124.0">
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+<!-- mobile responsive meta -->
+<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=5">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;ph.d&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/alex-fedorov/" aria-label="I am a third year Ph.D. student in Electrical &amp; Computer Engineering at
+[Georgia Institute of Technology](https://www.gatech.edu/)
+under the supervision of
+[Dr. Sergey Plis](https://scholar.google.com/citations?user=nm3liowAAAAJ)
+and
+[Dr. Vince D. Calhoun](https://scholar.google.com/citations?user=WNOoGKIAAAAJ)
+. I have interned at
+[Microsoft Research Redmond](https://www.microsoft.com/en-us/research/lab/microsoft-research-redmond/)
+and
+[Mila - Quebec AI Institute](https://mila.quebec/)"><img loading="lazy" src="https://neuroneural.github.io/images/team/Alex.jpeg" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/alex-fedorov/" aria-label="I am a third year Ph.D. student in Electrical &amp; Computer Engineering at
+[Georgia Institute of Technology](https://www.gatech.edu/)
+under the supervision of
+[Dr. Sergey Plis](https://scholar.google.com/citations?user=nm3liowAAAAJ)
+and
+[Dr. Vince D. Calhoun](https://scholar.google.com/citations?user=WNOoGKIAAAAJ)
+. I have interned at
+[Microsoft Research Redmond](https://www.microsoft.com/en-us/research/lab/microsoft-research-redmond/)
+and
+[Mila - Quebec AI Institute](https://mila.quebec/)">Alex Fedorov</a></h4>
+                <p class="mb-2">I am a third year Ph.D. student in Electrical &amp; Computer Engineering at
+[Georgia Institute …</p>
+                <a href="https://neuroneural.github.io/team/alex-fedorov/" class="btn btn-transparent" aria-label="I am a third year Ph.D. student in Electrical &amp; Computer Engineering at
+[Georgia Institute of Technology](https://www.gatech.edu/)
+under the supervision of
+[Dr. Sergey Plis](https://scholar.google.com/citations?user=nm3liowAAAAJ)
+and
+[Dr. Vince D. Calhoun](https://scholar.google.com/citations?user=WNOoGKIAAAAJ)
+. I have interned at
+[Microsoft Research Redmond](https://www.microsoft.com/en-us/research/lab/microsoft-research-redmond/)
+and
+[Mila - Quebec AI Institute](https://mila.quebec/)">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;postdoc&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/mohamed-masoud/" aria-label="Dr. Masoud is currently a postdoctoral researcher at Trends center, he received his PhD in computer science from Georgia State University. His research interest centers around the intersection region between 2D/3D/4D/multichannel Image Processing, Data Science (DS) and Web technologies to develop next generation web-based cutting-edge computational image analysis methods and tools."><img loading="lazy" src="https://neuroneural.github.io/images/team/Mohamed.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/mohamed-masoud/" aria-label="Dr. Masoud is currently a postdoctoral researcher at Trends center, he received his PhD in computer science from Georgia State University. His research interest centers around the intersection region between 2D/3D/4D/multichannel Image Processing, Data Science (DS) and Web technologies to develop next generation web-based cutting-edge computational image analysis methods and tools.">Mohamed Masoud</a></h4>
+                <p class="mb-2">Dr. Masoud is currently a postdoctoral researcher at Trends center, he received his PhD in …</p>
+                <a href="https://neuroneural.github.io/team/mohamed-masoud/" class="btn btn-transparent" aria-label="Dr. Masoud is currently a postdoctoral researcher at Trends center, he received his PhD in computer science from Georgia State University. His research interest centers around the intersection region between 2D/3D/4D/multichannel Image Processing, Data Science (DS) and Web technologies to develop next generation web-based cutting-edge computational image analysis methods and tools.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;ph.d&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/minoo-jafarlou/" aria-label="Minoo Jafarlou is a Ph.D. student in Computer Science at Georgia State University. She works as a graduate research assistant at TReNDS center. Her educational background is in computer engineering (BS) and computer science (MS). Minoo is interested in multimodal neuroimaging, deep learning, and machine learning. She is currently working on Few-Shot Learning. "><img loading="lazy" src="https://neuroneural.github.io/images/team/Minoo.jpg" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/minoo-jafarlou/" aria-label="Minoo Jafarlou is a Ph.D. student in Computer Science at Georgia State University. She works as a graduate research assistant at TReNDS center. Her educational background is in computer engineering (BS) and computer science (MS). Minoo is interested in multimodal neuroimaging, deep learning, and machine learning. She is currently working on Few-Shot Learning. ">Minoo Jafarlou</a></h4>
+                <p class="mb-2">Minoo Jafarlou is a Ph.D. student in Computer Science at Georgia State University. She …</p>
+                <a href="https://neuroneural.github.io/team/minoo-jafarlou/" class="btn btn-transparent" aria-label="Minoo Jafarlou is a Ph.D. student in Computer Science at Georgia State University. She works as a graduate research assistant at TReNDS center. Her educational background is in computer engineering (BS) and computer science (MS). Minoo is interested in multimodal neuroimaging, deep learning, and machine learning. She is currently working on Few-Shot Learning. ">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;master&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/mrinal-mathur/" aria-label="I am a Research assistant at TreNDs. I work on building novel research prototypes at the intersection of computer vision, natural language, and Reinforcement Learning.
+I was also Teaching assistant and co-tutor for Intro to Deep Learning 6851 (Spring Semester 2022)"><img loading="lazy" src="https://neuroneural.github.io/images/team/Mrinal.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/mrinal-mathur/" aria-label="I am a Research assistant at TreNDs. I work on building novel research prototypes at the intersection of computer vision, natural language, and Reinforcement Learning.
+I was also Teaching assistant and co-tutor for Intro to Deep Learning 6851 (Spring Semester 2022)">Mrinal Mathur</a></h4>
+                <p class="mb-2">I am a Research assistant at TreNDs. I work on building novel research prototypes at the …</p>
+                <a href="https://neuroneural.github.io/team/mrinal-mathur/" class="btn btn-transparent" aria-label="I am a Research assistant at TreNDs. I work on building novel research prototypes at the intersection of computer vision, natural language, and Reinforcement Learning.
+I was also Teaching assistant and co-tutor for Intro to Deep Learning 6851 (Spring Semester 2022)">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;ph.d&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/pavel-popov/" aria-label="Hi everyone! I got bachelor&#39;s and master&#39;s degrees in physics and mathematics at the Moscow Institute of Physics and Technology, after which I decided to aspire to a Ph.D. in Computer science and Machine Learning at Georgia State University. My current research interests lie within the applications of Machine Learning to Neuroscience problems, mainly brain connectivity."><img loading="lazy" src="https://neuroneural.github.io/images/team/Pavel.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/pavel-popov/" aria-label="Hi everyone! I got bachelor&#39;s and master&#39;s degrees in physics and mathematics at the Moscow Institute of Physics and Technology, after which I decided to aspire to a Ph.D. in Computer science and Machine Learning at Georgia State University. My current research interests lie within the applications of Machine Learning to Neuroscience problems, mainly brain connectivity.">Pavel Popov</a></h4>
+                <p class="mb-2">Hi everyone! I got bachelor&#39;s and master&#39;s degrees in physics and mathematics at the …</p>
+                <a href="https://neuroneural.github.io/team/pavel-popov/" class="btn btn-transparent" aria-label="Hi everyone! I got bachelor&#39;s and master&#39;s degrees in physics and mathematics at the Moscow Institute of Physics and Technology, after which I decided to aspire to a Ph.D. in Computer science and Machine Learning at Georgia State University. My current research interests lie within the applications of Machine Learning to Neuroscience problems, mainly brain connectivity.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;master&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/pratyush-reddy/" aria-label="I am an AWS Certified Solution Architect with experience as a Python developer, 4 years of experience in the industry, currently pursuing masters in computer science at Georgia State University. Highly adept at handling various responsibilities by prioritizing necessary tasks, establishing clear deadlines and finding creative solutions to eliminate obstacles."><img loading="lazy" src="https://neuroneural.github.io/images/team/Pratyush.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/pratyush-reddy/" aria-label="I am an AWS Certified Solution Architect with experience as a Python developer, 4 years of experience in the industry, currently pursuing masters in computer science at Georgia State University. Highly adept at handling various responsibilities by prioritizing necessary tasks, establishing clear deadlines and finding creative solutions to eliminate obstacles.">Pratyush Reddy</a></h4>
+                <p class="mb-2">I am an AWS Certified Solution Architect with experience as a Python developer, 4 years of …</p>
+                <a href="https://neuroneural.github.io/team/pratyush-reddy/" class="btn btn-transparent" aria-label="I am an AWS Certified Solution Architect with experience as a Python developer, 4 years of experience in the industry, currently pursuing masters in computer science at Georgia State University. Highly adept at handling various responsibilities by prioritizing necessary tasks, establishing clear deadlines and finding creative solutions to eliminate obstacles.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;ph.d&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/riyasat-ohib/" aria-label="I am a Ph.D. student at the Georgia Institute of Technology in the department of Electrical and Computer Engineering. I am primarily interested in Machine Learning and Deep Learning, focusing in the areas of sparsity in deep learning, efficient ML and optimization. Currently, I am working on developing novel methods of inducing sparsity in deep neural networks and studying the effects it has in the models. More recently, I have also started working in the areas of sparse reinforcement learning and multi-task learning."><img loading="lazy" src="https://neuroneural.github.io/images/team/Riyasat.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/riyasat-ohib/" aria-label="I am a Ph.D. student at the Georgia Institute of Technology in the department of Electrical and Computer Engineering. I am primarily interested in Machine Learning and Deep Learning, focusing in the areas of sparsity in deep learning, efficient ML and optimization. Currently, I am working on developing novel methods of inducing sparsity in deep neural networks and studying the effects it has in the models. More recently, I have also started working in the areas of sparse reinforcement learning and multi-task learning.">Riyasat Ohib</a></h4>
+                <p class="mb-2">I am a Ph.D. student at the Georgia Institute of Technology in the department of …</p>
+                <a href="https://neuroneural.github.io/team/riyasat-ohib/" class="btn btn-transparent" aria-label="I am a Ph.D. student at the Georgia Institute of Technology in the department of Electrical and Computer Engineering. I am primarily interested in Machine Learning and Deep Learning, focusing in the areas of sparsity in deep learning, efficient ML and optimization. Currently, I am working on developing novel methods of inducing sparsity in deep neural networks and studying the effects it has in the models. More recently, I have also started working in the areas of sparse reinforcement learning and multi-task learning.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;ph.d&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/sajad-abavisani/" aria-label="I am a third year Ph.D. student in Electrical and Computer Engineering Department of Georgia Institute of Technology. My area of research incudes Machine Learning, Deep Learning and Causal Learning. I work on developing novel machine learning methods to extract causal relations among complex and big scale data from time series. Currently I am working on a new method for causal structure discovery. I improved state-of-the-art run-time by three orders of magnitude by re-defining the problem as constraint optimization and solving using Answer Set Programming. This method is used in understanding causal relations of the brain from fMRI data, as well as simulated data."><img loading="lazy" src="https://neuroneural.github.io/images/team/Sajad.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/sajad-abavisani/" aria-label="I am a third year Ph.D. student in Electrical and Computer Engineering Department of Georgia Institute of Technology. My area of research incudes Machine Learning, Deep Learning and Causal Learning. I work on developing novel machine learning methods to extract causal relations among complex and big scale data from time series. Currently I am working on a new method for causal structure discovery. I improved state-of-the-art run-time by three orders of magnitude by re-defining the problem as constraint optimization and solving using Answer Set Programming. This method is used in understanding causal relations of the brain from fMRI data, as well as simulated data.">Sajad Abavisani</a></h4>
+                <p class="mb-2">I am a third year Ph.D. student in Electrical and Computer Engineering Department of …</p>
+                <a href="https://neuroneural.github.io/team/sajad-abavisani/" class="btn btn-transparent" aria-label="I am a third year Ph.D. student in Electrical and Computer Engineering Department of Georgia Institute of Technology. My area of research incudes Machine Learning, Deep Learning and Causal Learning. I work on developing novel machine learning methods to extract causal relations among complex and big scale data from time series. Currently I am working on a new method for causal structure discovery. I improved state-of-the-art run-time by three orders of magnitude by re-defining the problem as constraint optimization and solving using Answer Set Programming. This method is used in understanding causal relations of the brain from fMRI data, as well as simulated data.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;ph.d&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/usman-mahmood/" aria-label="I am pursuing a Ph.D. with a concentration in machine learning, working on NeuroImages {fMRIs} to classify and predict brain disorders and estimate disorder-specific dynamic and directed graphs of the human brain. I am interested in creating &#39;glass-box&#39; deep learning models that produce interpretable results."><img loading="lazy" src="https://neuroneural.github.io/images/team/Usman.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/usman-mahmood/" aria-label="I am pursuing a Ph.D. with a concentration in machine learning, working on NeuroImages {fMRIs} to classify and predict brain disorders and estimate disorder-specific dynamic and directed graphs of the human brain. I am interested in creating &#39;glass-box&#39; deep learning models that produce interpretable results.">Usman Mahmood</a></h4>
+                <p class="mb-2">I am pursuing a Ph.D. with a concentration in machine learning, working on NeuroImages …</p>
+                <a href="https://neuroneural.github.io/team/usman-mahmood/" class="btn btn-transparent" aria-label="I am pursuing a Ph.D. with a concentration in machine learning, working on NeuroImages {fMRIs} to classify and predict brain disorders and estimate disorder-specific dynamic and directed graphs of the human brain. I am interested in creating &#39;glass-box&#39; deep learning models that produce interpretable results.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;ph.d&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/william-ashbee/" aria-label="William Stewart Ashbee is a doctoral student at Department of Computer Science at Georgia State University since Fall 2019. He is researching deep learning based brain surface reconstruction methods that produce surface meshes from MRI voxel images. At present, he has reviewed multiple methods and is preparing to combine and extend these methods for publication. This exciting area of research utilizes geometric deep learning and pytorch3d. He hopes to build a deep learning method to compete with Freesurfer. His advisor is Sergey Plis."><img loading="lazy" src="https://neuroneural.github.io/images/team/William.jpeg" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/william-ashbee/" aria-label="William Stewart Ashbee is a doctoral student at Department of Computer Science at Georgia State University since Fall 2019. He is researching deep learning based brain surface reconstruction methods that produce surface meshes from MRI voxel images. At present, he has reviewed multiple methods and is preparing to combine and extend these methods for publication. This exciting area of research utilizes geometric deep learning and pytorch3d. He hopes to build a deep learning method to compete with Freesurfer. His advisor is Sergey Plis.">William Ashbee</a></h4>
+                <p class="mb-2">William Stewart Ashbee is a doctoral student at Department of Computer Science at Georgia …</p>
+                <a href="https://neuroneural.github.io/team/william-ashbee/" class="btn btn-transparent" aria-label="William Stewart Ashbee is a doctoral student at Department of Computer Science at Georgia State University since Fall 2019. He is researching deep learning based brain surface reconstruction methods that produce surface meshes from MRI voxel images. At present, he has reviewed multiple methods and is preparing to combine and extend these methods for publication. This exciting area of research utilizes geometric deep learning and pytorch3d. He hopes to build a deep learning method to compete with Freesurfer. His advisor is Sergey Plis.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;ph.d&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/yaorong-xiao/" aria-label="I am interested in machine learning model optimization, multimodal data analysis, imaging inpainting, and many other machine learning algorithms. I am currently working on ICA, applying entropy maximization as the objective of the training process. I am very happy to join any machine learning related research."><img loading="lazy" src="https://neuroneural.github.io/images/team/Yaorong.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/yaorong-xiao/" aria-label="I am interested in machine learning model optimization, multimodal data analysis, imaging inpainting, and many other machine learning algorithms. I am currently working on ICA, applying entropy maximization as the objective of the training process. I am very happy to join any machine learning related research.">Yaorong Xiao</a></h4>
+                <p class="mb-2">I am interested in machine learning model optimization, multimodal data analysis, imaging …</p>
+                <a href="https://neuroneural.github.io/team/yaorong-xiao/" class="btn btn-transparent" aria-label="I am interested in machine learning model optimization, multimodal data analysis, imaging inpainting, and many other machine learning algorithms. I am currently working on ICA, applying entropy maximization as the objective of the training process. I am very happy to join any machine learning related research.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;ph.d&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/zafar-iqbal/" aria-label="My research is primarily focussed on applying deep learning neural networks to neuroimaging data. My current research is focussed on using pre-trained models trained on time direction of FMRI data to predict and classify different abnormalities in the brain. We believe such pertained models could help learn better the brain functions. Recurrent Neural Networks work well with time series data. The goal is to develop models by exploiting the capabilities of RNNS and observe their performance on benchmark medical datasets."><img loading="lazy" src="https://neuroneural.github.io/images/team/Zafar.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/zafar-iqbal/" aria-label="My research is primarily focussed on applying deep learning neural networks to neuroimaging data. My current research is focussed on using pre-trained models trained on time direction of FMRI data to predict and classify different abnormalities in the brain. We believe such pertained models could help learn better the brain functions. Recurrent Neural Networks work well with time series data. The goal is to develop models by exploiting the capabilities of RNNS and observe their performance on benchmark medical datasets.">Zafar Iqbal</a></h4>
+                <p class="mb-2">My research is primarily focussed on applying deep learning neural networks to …</p>
+                <a href="https://neuroneural.github.io/team/zafar-iqbal/" class="btn btn-transparent" aria-label="My research is primarily focussed on applying deep learning neural networks to neuroimaging data. My current research is focussed on using pre-trained models trained on time direction of FMRI data to predict and classify different abnormalities in the brain. We believe such pertained models could help learn better the brain functions. Recurrent Neural Networks work well with time series data. The goal is to develop models by exploiting the capabilities of RNNS and observe their performance on benchmark medical datasets.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;master&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/alexandre-castelnau/" aria-label="Hi everyone, my name is Alexandre Castelnau. I am a French graduate student  enrolled in a dual degree program between Georgia Tech and CentraleSupélec, graduate engineering school of the Université Paris-Saclay."><img loading="lazy" src="https://neuroneural.github.io/images/team/Alexandre.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/alexandre-castelnau/" aria-label="Hi everyone, my name is Alexandre Castelnau. I am a French graduate student  enrolled in a dual degree program between Georgia Tech and CentraleSupélec, graduate engineering school of the Université Paris-Saclay.">Alexandre Castelnau</a></h4>
+                <p class="mb-2">Hi everyone, my name is Alexandre Castelnau. I am a French graduate student  enrolled in a …</p>
+                <a href="https://neuroneural.github.io/team/alexandre-castelnau/" class="btn btn-transparent" aria-label="Hi everyone, my name is Alexandre Castelnau. I am a French graduate student  enrolled in a dual degree program between Georgia Tech and CentraleSupélec, graduate engineering school of the Université Paris-Saclay.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;master&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/farfalla-hu/" aria-label="Hi, everyone. My name is Farfalla Hu. I am a multimedia designer and I studied Motion Media and Interactive Design as my undergrad at SCAD.  My master&#39;s degree is at GSU in Computer Science. Here is my personal website http://farfallahu.com/."><img loading="lazy" src="https://neuroneural.github.io/images/team/Farfalla.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/farfalla-hu/" aria-label="Hi, everyone. My name is Farfalla Hu. I am a multimedia designer and I studied Motion Media and Interactive Design as my undergrad at SCAD.  My master&#39;s degree is at GSU in Computer Science. Here is my personal website http://farfallahu.com/.">Farfalla Hu</a></h4>
+                <p class="mb-2">Hi, everyone. My name is Farfalla Hu. I am a multimedia designer and I studied Motion …</p>
+                <a href="https://neuroneural.github.io/team/farfalla-hu/" class="btn btn-transparent" aria-label="Hi, everyone. My name is Farfalla Hu. I am a multimedia designer and I studied Motion Media and Interactive Design as my undergrad at SCAD.  My master&#39;s degree is at GSU in Computer Science. Here is my personal website http://farfallahu.com/.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;ph.d&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/brad-baker/" aria-label="I am primarily interested in machine learning and its intersections with complex applications and theory. My current research interests are focused in leveraging insights from optimization and neural computation to interpret and innovate on Artificial Neural Networks. I am interested in novel methods for applying deep learning to neuroimaging data, especially drawing from distributed learning for performing efficient and privacy sensitive analyses in large scale, collaborative settings. I am additionally interested in the use of information theory for training and interpreting neural networks, the application of complex network theory principles to modelling neural dynamics, and drawing inspiration from neuroscience to innovate with artificial neural networks and vice-versa."><img loading="lazy" src="https://neuroneural.github.io/images/team/Brad.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/brad-baker/" aria-label="I am primarily interested in machine learning and its intersections with complex applications and theory. My current research interests are focused in leveraging insights from optimization and neural computation to interpret and innovate on Artificial Neural Networks. I am interested in novel methods for applying deep learning to neuroimaging data, especially drawing from distributed learning for performing efficient and privacy sensitive analyses in large scale, collaborative settings. I am additionally interested in the use of information theory for training and interpreting neural networks, the application of complex network theory principles to modelling neural dynamics, and drawing inspiration from neuroscience to innovate with artificial neural networks and vice-versa.">Brad Baker</a></h4>
+                <p class="mb-2">I am primarily interested in machine learning and its intersections with complex …</p>
+                <a href="https://neuroneural.github.io/team/brad-baker/" class="btn btn-transparent" aria-label="I am primarily interested in machine learning and its intersections with complex applications and theory. My current research interests are focused in leveraging insights from optimization and neural computation to interpret and innovate on Artificial Neural Networks. I am interested in novel methods for applying deep learning to neuroimaging data, especially drawing from distributed learning for performing efficient and privacy sensitive analyses in large scale, collaborative settings. I am additionally interested in the use of information theory for training and interpreting neural networks, the application of complex network theory principles to modelling neural dynamics, and drawing inspiration from neuroscience to innovate with artificial neural networks and vice-versa.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;bachelor&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/capella-edwards/" aria-label="I’m enthusiastic about deep learning and how its applications can help people, especially in neuroimaging and other medical contexts. My current area of focus is on diagnostics with fMRI data."><img loading="lazy" src="https://neuroneural.github.io/images/team/Capella.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/capella-edwards/" aria-label="I’m enthusiastic about deep learning and how its applications can help people, especially in neuroimaging and other medical contexts. My current area of focus is on diagnostics with fMRI data.">Capella Edwards</a></h4>
+                <p class="mb-2">I’m enthusiastic about deep learning and how its applications can help people, especially …</p>
+                <a href="https://neuroneural.github.io/team/capella-edwards/" class="btn btn-transparent" aria-label="I’m enthusiastic about deep learning and how its applications can help people, especially in neuroimaging and other medical contexts. My current area of focus is on diagnostics with fMRI data.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;ph.d&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/md-mahfuzur-rahman/" aria-label="I am a Ph.D. candidate in Computer Science at Georgia State University. My research interests primarily lie in the shared space of XAI, medical imaging, and computer vision.  In my ongoing research, I mainly focus on developing machine learning/deep learning models and leveraging explainable AI to advance our understanding of brain disorders.  I put my endeavor into creating new learning algorithms, explanation methods, metrics, and frameworks useful to build interpretable AI models and apply them to broaden our understanding in the neuroscience space."><img loading="lazy" src="https://neuroneural.github.io/images/team/Rahman.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/md-mahfuzur-rahman/" aria-label="I am a Ph.D. candidate in Computer Science at Georgia State University. My research interests primarily lie in the shared space of XAI, medical imaging, and computer vision.  In my ongoing research, I mainly focus on developing machine learning/deep learning models and leveraging explainable AI to advance our understanding of brain disorders.  I put my endeavor into creating new learning algorithms, explanation methods, metrics, and frameworks useful to build interpretable AI models and apply them to broaden our understanding in the neuroscience space.">Md Mahfuzur Rahman</a></h4>
+                <p class="mb-2">I am a Ph.D. candidate in Computer Science at Georgia State University. My research …</p>
+                <a href="https://neuroneural.github.io/team/md-mahfuzur-rahman/" class="btn btn-transparent" aria-label="I am a Ph.D. candidate in Computer Science at Georgia State University. My research interests primarily lie in the shared space of XAI, medical imaging, and computer vision.  In my ongoing research, I mainly focus on developing machine learning/deep learning models and leveraging explainable AI to advance our understanding of brain disorders.  I put my endeavor into creating new learning algorithms, explanation methods, metrics, and frameworks useful to build interpretable AI models and apply them to broaden our understanding in the neuroscience space.">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+          <div class="col-lg-6 mb-4 pb-2 shuffle-item" data-groups="[&quot;postdoc&quot;]">
+            <div class="card border-0 shadow">
+              <a href="https://neuroneural.github.io/team/kseniya-solovyeva/" aria-label="I have completed my PhD in Biophysics and Masters in Applied Physics and Mathematics in Moscow Institute of Physics and Technology, Russia. My research interests center on the mechanisms of the brain and consciousness. My main goal is to create a technology for deliberately changing the state of consciousness to achieve states most suitable for effective work, learning, or therapy. I believe that we need high-quality brain models to reach this goal. For my PhD, I used computational modeling based on Hopfield networks, McCulloch-Pitt’s neurons, LIF, and Hodgkin-Huxley neurons. In addition, I proposed elements of communication between the architecture of artificial networks and the mechanisms of the brain. For the last couple of years, I have devoted myself to working with experimental data. My experience:
+Experiments with EEG (dry and wet electrodes): solving cognitive tests, meditation, solving problems in mathematics, perception of visual images.
+EEG data processing: spectral analysis, functional connectivity analysis, evoked potentials, elements of machine learning, calculation of information metrics (lempel-ziv, entropy).
+Currently I am working on “Causal modeling of brain dynamical data with the goal of eventually arriving at better computational models of how the brain works.”"><img loading="lazy" src="https://neuroneural.github.io/images/team/Kseniya.png" alt="thumbnail-image" class="card-img-top"></a>
+              <div class="card-body">
+                <h4 class="mb-3"><a class="text-dark" href="https://neuroneural.github.io/team/kseniya-solovyeva/" aria-label="I have completed my PhD in Biophysics and Masters in Applied Physics and Mathematics in Moscow Institute of Physics and Technology, Russia. My research interests center on the mechanisms of the brain and consciousness. My main goal is to create a technology for deliberately changing the state of consciousness to achieve states most suitable for effective work, learning, or therapy. I believe that we need high-quality brain models to reach this goal. For my PhD, I used computational modeling based on Hopfield networks, McCulloch-Pitt’s neurons, LIF, and Hodgkin-Huxley neurons. In addition, I proposed elements of communication between the architecture of artificial networks and the mechanisms of the brain. For the last couple of years, I have devoted myself to working with experimental data. My experience:
+Experiments with EEG (dry and wet electrodes): solving cognitive tests, meditation, solving problems in mathematics, perception of visual images.
+EEG data processing: spectral analysis, functional connectivity analysis, evoked potentials, elements of machine learning, calculation of information metrics (lempel-ziv, entropy).
+Currently I am working on “Causal modeling of brain dynamical data with the goal of eventually arriving at better computational models of how the brain works.”">Kseniya Solovyeva</a></h4>
+                <p class="mb-2">I have completed my PhD in Biophysics and Masters in Applied Physics and Mathematics in …</p>
+                <a href="https://neuroneural.github.io/team/kseniya-solovyeva/" class="btn btn-transparent" aria-label="I have completed my PhD in Biophysics and Masters in Applied Physics and Mathematics in Moscow Institute of Physics and Technology, Russia. My research interests center on the mechanisms of the brain and consciousness. My main goal is to create a technology for deliberately changing the state of consciousness to achieve states most suitable for effective work, learning, or therapy. I believe that we need high-quality brain models to reach this goal. For my PhD, I used computational modeling based on Hopfield networks, McCulloch-Pitt’s neurons, LIF, and Hodgkin-Huxley neurons. In addition, I proposed elements of communication between the architecture of artificial networks and the mechanisms of the brain. For the last couple of years, I have devoted myself to working with experimental data. My experience:
+Experiments with EEG (dry and wet electrodes): solving cognitive tests, meditation, solving problems in mathematics, perception of visual images.
+EEG data processing: spectral analysis, functional connectivity analysis, evoked potentials, elements of machine learning, calculation of information metrics (lempel-ziv, entropy).
+Currently I am working on “Causal modeling of brain dynamical data with the goal of eventually arriving at better computational models of how the brain works.”">Read More</a>
+              </div>
+            </div>
+          </div>
+          
+        </div>
+      </div>
+    </div>
+  </div>
+</section>
+
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+  
+<footer class="py-4 bg-light border-top">
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+    <div class="row justify-content-between align-items-center">
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+        <a href="https://neuroneural.github.io/" class="d-block"><img loading="lazy" src="https://neuroneural.github.io/images/logo.svg" class="img-fluid" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      </div>
+      <div class="col-lg-4 text-center mb-4 mb-lg-0">
+        <ul class="list-inline mb-0">
+          
+          <li class="list-inline-item"><a class="text-dark d-block p-2" href="https://neuroneural.github.io/about/">About</a></li>
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diff --git a/team/index.xml b/team/index.xml
new file mode 100644
index 0000000..ab5385c
--- /dev/null
+++ b/team/index.xml
@@ -0,0 +1,138 @@
+<?xml version="1.0" encoding="utf-8" standalone="yes"?>
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom">
+  <channel>
+    <title>Team on neuroneural | Sergey Plis, Ph.D.</title>
+    <link>https://neuroneural.github.io/team/</link>
+    <description>Recent content in Team on neuroneural | Sergey Plis, Ph.D.</description>
+    <generator>Hugo -- gohugo.io</generator>
+    <language>en-us</language>
+    <lastBuildDate>Fri, 11 Nov 2022 05:00:00 +0000</lastBuildDate>
+    <atom:link href="https://neuroneural.github.io/team/index.xml" rel="self" type="application/rss+xml" />
+    <item>
+      <title>Alex Fedorov</title>
+      <link>https://neuroneural.github.io/team/alex-fedorov/</link>
+      <pubDate>Fri, 11 Nov 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/alex-fedorov/</guid>
+      <description>Research Summary I am interested in the following topics (with selected works):</description>
+    </item>
+    <item>
+      <title>Mohamed Masoud</title>
+      <link>https://neuroneural.github.io/team/mohamed-masoud/</link>
+      <pubDate>Tue, 07 Jul 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/mohamed-masoud/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Minoo Jafarlou</title>
+      <link>https://neuroneural.github.io/team/minoo-jafarlou/</link>
+      <pubDate>Sun, 07 Jun 2020 05:04:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/minoo-jafarlou/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Mrinal Mathur</title>
+      <link>https://neuroneural.github.io/team/mrinal-mathur/</link>
+      <pubDate>Fri, 07 Aug 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/mrinal-mathur/</guid>
+      <description>My research interest includes: Computer Vision Natural Language Generation/Understanding Multimodal Understanding Reinforcement Learning Causal/Counterfactual modelling Time Series Forecasting Multitask Learning I am pursuing Masters in Computer Science (specializing in Machine Learning) under Dr.</description>
+    </item>
+    <item>
+      <title>Pavel Popov</title>
+      <link>https://neuroneural.github.io/team/pavel-popov/</link>
+      <pubDate>Fri, 07 Aug 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/pavel-popov/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Pratyush Reddy</title>
+      <link>https://neuroneural.github.io/team/pratyush-reddy/</link>
+      <pubDate>Fri, 07 Aug 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/pratyush-reddy/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Riyasat Ohib</title>
+      <link>https://neuroneural.github.io/team/riyasat-ohib/</link>
+      <pubDate>Fri, 07 Aug 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/riyasat-ohib/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Sajad Abavisani</title>
+      <link>https://neuroneural.github.io/team/sajad-abavisani/</link>
+      <pubDate>Fri, 07 Aug 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/sajad-abavisani/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Usman Mahmood</title>
+      <link>https://neuroneural.github.io/team/usman-mahmood/</link>
+      <pubDate>Fri, 07 Aug 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/usman-mahmood/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>William Ashbee</title>
+      <link>https://neuroneural.github.io/team/william-ashbee/</link>
+      <pubDate>Fri, 07 Aug 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/william-ashbee/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Yaorong Xiao</title>
+      <link>https://neuroneural.github.io/team/yaorong-xiao/</link>
+      <pubDate>Fri, 07 Aug 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/yaorong-xiao/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Zafar Iqbal</title>
+      <link>https://neuroneural.github.io/team/zafar-iqbal/</link>
+      <pubDate>Fri, 07 Aug 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/zafar-iqbal/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Alexandre Castelnau</title>
+      <link>https://neuroneural.github.io/team/alexandre-castelnau/</link>
+      <pubDate>Sat, 07 Mar 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/alexandre-castelnau/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Farfalla Hu</title>
+      <link>https://neuroneural.github.io/team/farfalla-hu/</link>
+      <pubDate>Sat, 07 Mar 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/farfalla-hu/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Brad Baker</title>
+      <link>https://neuroneural.github.io/team/brad-baker/</link>
+      <pubDate>Fri, 11 Nov 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/brad-baker/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Capella Edwards</title>
+      <link>https://neuroneural.github.io/team/capella-edwards/</link>
+      <pubDate>Fri, 11 Nov 2022 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/capella-edwards/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Md Mahfuzur Rahman</title>
+      <link>https://neuroneural.github.io/team/md-mahfuzur-rahman/</link>
+      <pubDate>Thu, 07 May 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/md-mahfuzur-rahman/</guid>
+      <description></description>
+    </item>
+    <item>
+      <title>Kseniya Solovyeva</title>
+      <link>https://neuroneural.github.io/team/kseniya-solovyeva/</link>
+      <pubDate>Tue, 07 Apr 2020 05:00:00 +0000</pubDate>
+      <guid>https://neuroneural.github.io/team/kseniya-solovyeva/</guid>
+      <description></description>
+    </item>
+  </channel>
+</rss>
diff --git a/team/kseniya-solovyeva/index.html b/team/kseniya-solovyeva/index.html
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+<!DOCTYPE html>
+<html lang="en-us"><meta charset="utf-8">
+<title>Kseniya Solovyeva</title>
+
+<meta name="author" content="Themefisher">
+<meta name="description" content="I have completed my PhD in Biophysics and Masters in Applied Physics and Mathematics in Moscow Institute of Physics and Technology, Russia. My research interests center on the mechanisms of the brain and consciousness. My main goal is to create a technology for deliberately changing the state of consciousness to achieve states most suitable for effective work, learning, or therapy. I believe that we need high-quality brain models to reach this goal. For my PhD, I used computational modeling based on Hopfield networks, McCulloch-Pitt’s neurons, LIF, and Hodgkin-Huxley neurons. In addition, I proposed elements of communication between the architecture of artificial networks and the mechanisms of the brain. For the last couple of years, I have devoted myself to working with experimental data. My experience:
+Experiments with EEG (dry and wet electrodes): solving cognitive tests, meditation, solving problems in mathematics, perception of visual images.
+EEG data processing: spectral analysis, functional connectivity analysis, evoked potentials, elements of machine learning, calculation of information metrics (lempel-ziv, entropy).
+Currently I am working on “Causal modeling of brain dynamical data with the goal of eventually arriving at better computational models of how the brain works.”">
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+  <meta charset="utf-8">
+<title>Kseniya Solovyeva</title>
+
+<meta name="author" content="Themefisher">
+<meta name="description" content="I have completed my PhD in Biophysics and Masters in Applied Physics and Mathematics in Moscow Institute of Physics and Technology, Russia. My research interests center on the mechanisms of the brain and consciousness. My main goal is to create a technology for deliberately changing the state of consciousness to achieve states most suitable for effective work, learning, or therapy. I believe that we need high-quality brain models to reach this goal. For my PhD, I used computational modeling based on Hopfield networks, McCulloch-Pitt’s neurons, LIF, and Hodgkin-Huxley neurons. In addition, I proposed elements of communication between the architecture of artificial networks and the mechanisms of the brain. For the last couple of years, I have devoted myself to working with experimental data. My experience:
+Experiments with EEG (dry and wet electrodes): solving cognitive tests, meditation, solving problems in mathematics, perception of visual images.
+EEG data processing: spectral analysis, functional connectivity analysis, evoked potentials, elements of machine learning, calculation of information metrics (lempel-ziv, entropy).
+Currently I am working on “Causal modeling of brain dynamical data with the goal of eventually arriving at better computational models of how the brain works.”">
+
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+<meta name="generator" content="Hugo 0.124.0">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+              <h3 class="mb-3 mb-sm-0">Kseniya Solovyeva</h3>
+              <a class="btn btn-outline-primary btn-sm rounded-0" href="https://scholar.google.com/citations?user=kmM5fG0AAAAJ&amp;hl=en" target="_blank"></a>
+            </div>
+            <div class="border-top border-bottom py-3 my-4 content">
+              I have completed my PhD in Biophysics and Masters in Applied Physics and Mathematics in Moscow Institute of Physics and Technology, Russia. My research interests center on the mechanisms of the brain and consciousness. My main goal is to create a technology for deliberately changing the state of consciousness to achieve states most suitable for effective work, learning, or therapy. I believe that we need high-quality brain models to reach this goal. For my PhD, I used computational modeling based on Hopfield networks, McCulloch-Pitt’s neurons, LIF, and Hodgkin-Huxley neurons. In addition, I proposed elements of communication between the architecture of artificial networks and the mechanisms of the brain. For the last couple of years, I have devoted myself to working with experimental data. My experience:
+Experiments with EEG (dry and wet electrodes): solving cognitive tests, meditation, solving problems in mathematics, perception of visual images.
+EEG data processing: spectral analysis, functional connectivity analysis, evoked potentials, elements of machine learning, calculation of information metrics (lempel-ziv, entropy).
+Currently I am working on “Causal modeling of brain dynamical data with the goal of eventually arriving at better computational models of how the brain works.”
+            </div>
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+              <h6 style="flex: 0 0 75px;">GSU :</h6>
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+<title>Md Mahfuzur Rahman</title>
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+<meta name="description" content="I am a Ph.D. candidate in Computer Science at Georgia State University. My research interests primarily lie in the shared space of XAI, medical imaging, and computer vision.  In my ongoing research, I mainly focus on developing machine learning/deep learning models and leveraging explainable AI to advance our understanding of brain disorders.  I put my endeavor into creating new learning algorithms, explanation methods, metrics, and frameworks useful to build interpretable AI models and apply them to broaden our understanding in the neuroscience space.">
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+<meta name="description" content="I am a Ph.D. candidate in Computer Science at Georgia State University. My research interests primarily lie in the shared space of XAI, medical imaging, and computer vision.  In my ongoing research, I mainly focus on developing machine learning/deep learning models and leveraging explainable AI to advance our understanding of brain disorders.  I put my endeavor into creating new learning algorithms, explanation methods, metrics, and frameworks useful to build interpretable AI models and apply them to broaden our understanding in the neuroscience space.">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+<!DOCTYPE html>
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+<title>Minoo Jafarlou</title>
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+<meta name="description" content="Minoo Jafarlou is a Ph.D. student in Computer Science at Georgia State University. She works as a graduate research assistant at TReNDS center. Her educational background is in computer engineering (BS) and computer science (MS). Minoo is interested in multimodal neuroimaging, deep learning, and machine learning. She is currently working on Few-Shot Learning. ">
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+<meta name="description" content="Minoo Jafarlou is a Ph.D. student in Computer Science at Georgia State University. She works as a graduate research assistant at TReNDS center. Her educational background is in computer engineering (BS) and computer science (MS). Minoo is interested in multimodal neuroimaging, deep learning, and machine learning. She is currently working on Few-Shot Learning. ">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+<meta name="description" content="Dr. Masoud is currently a postdoctoral researcher at Trends center, he received his PhD in computer science from Georgia State University. His research interest centers around the intersection region between 2D/3D/4D/multichannel Image Processing, Data Science (DS) and Web technologies to develop next generation web-based cutting-edge computational image analysis methods and tools.">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+              Dr. Masoud is currently a postdoctoral researcher at Trends center, he received his PhD in computer science from Georgia State University. His research interest centers around the intersection region between 2D/3D/4D/multichannel Image Processing, Data Science (DS) and Web technologies to develop next generation web-based cutting-edge computational image analysis methods and tools.
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+<title>Mrinal Mathur</title>
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+<meta name="description" content="I am a Research assistant at TreNDs. I work on building novel research prototypes at the intersection of computer vision, natural language, and Reinforcement Learning.
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+I was also Teaching assistant and co-tutor for Intro to Deep Learning 6851 (Spring Semester 2022)">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          
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+            <h2 id="my-research-interest-includes">My research interest includes:</h2>
+<ol>
+<li>
+<ol>
+<li>Computer Vision</li>
+</ol>
+</li>
+<li>Natural Language Generation/Understanding</li>
+<li>Multimodal Understanding</li>
+<li>Reinforcement Learning</li>
+<li>Causal/Counterfactual modelling</li>
+<li>Time Series Forecasting</li>
+<li>Multitask Learning</li>
+</ol>
+<p>I am pursuing Masters in Computer Science (specializing in Machine Learning) under Dr. Sergey Plis.</p>
+<p>I worked as a Machine Learning Engineer for 3 years at ARM, where i was a part of Machine Learning group working in the <a href="https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.arm.com%2Fresources%2Fresearch%2Fml&data=04%7C01%7Cjtaylor236%40gsu.edu%7Cc6b99b0b93fb4eeebd8d08d9dbac1251%7C515ad73d8d5e4169895c9789dc742a70%7C0%7C0%7C637782354367817234%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000&sdata=LzCVojyZd3Xkz7kBhkhvefLop3xhw2Hvx5QC2dqXWKw%3D&reserved=0">Arm’s Machine Learning Research Lab</a> under <a href="https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2Fcommunity.arm.com%2Fmembers%2Fpartha-maji%3F_ga%3D2.57019631.452265166.1642637457-1646604295.1642637457%26_gac%3D1.61305310.1642637471.Cj0KCQiAip-PBhDVARIsAPP2xc3vjtqxFkzhnkegQNr2dZBlp_VSXQS389S4_GizIiIFcdAcx0z6ockaAtpJEALw_wcB&data=04%7C01%7Cjtaylor236%40gsu.edu%7Cc6b99b0b93fb4eeebd8d08d9dbac1251%7C515ad73d8d5e4169895c9789dc742a70%7C0%7C0%7C637782354367817234%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000&sdata=K8WHoi1ucDICURrd7NWNexQ0rnDPCxi6%2FIRPvI2xXRI%3D&reserved=0">Parth Maj</a> where we worked on many Deep Learning problems thath were used to train, optimize and accelerate NPU chips.</p>
+<p>I earned a Bachelor’s degree in Computer Science in 2018 from Manipal Institute of Technology, where I was advised by Dr. <a href="https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2Fmanipal.edu%2Fmit%2Fdepartment-faculty%2Ffaculty-list%2Fchethan-sharma%2F_jcr_content.html&data=04%7C01%7Cjtaylor236%40gsu.edu%7Cc6b99b0b93fb4eeebd8d08d9dbac1251%7C515ad73d8d5e4169895c9789dc742a70%7C0%7C0%7C637782354367817234%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000&sdata=gpBTQYoFnJtSOFJU%2BVf2MC7A%2B486SY7j1ykp2IYwGmM%3D&reserved=0">Chetna Sharma</a>. and worked on my thesis “Resume Parser for Blockchain Profile Using Novel Deep Learning”</p>
+
+          </div>
+        </div>
+      </div>
+      <div class="col-lg-4 order-0 order-lg-1 mb-4 pb-2 pb-lg-0 mb-lg-0">
+        <div class="sticky-top" style="top:110px;z-index:1">
+          <div class="shadow p-4">
+            <div class="d-block d-sm-flex align-items-center justify-content-between">
+              <h3 class="mb-3 mb-sm-0">Mrinal Mathur</h3>
+              <a class="btn btn-outline-primary btn-sm rounded-0" href="https://www.linkedin.com/in/mmathur4/" target="_blank"></a>
+            </div>
+            <div class="border-top border-bottom py-3 my-4 content">
+              I am a Research assistant at TreNDs. I work on building novel research prototypes at the intersection of computer vision, natural language, and Reinforcement Learning.
+I was also Teaching assistant and co-tutor for Intro to Deep Learning 6851 (Spring Semester 2022)
+            </div>
+            
+            <div class="d-flex align-items-baseline">
+              
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+<html lang="en-us"><meta charset="utf-8">
+<title>Pavel Popov</title>
+
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+<meta name="description" content="Hi everyone! I got bachelor&#39;s and master&#39;s degrees in physics and mathematics at the Moscow Institute of Physics and Technology, after which I decided to aspire to a Ph.D. in Computer science and Machine Learning at Georgia State University. My current research interests lie within the applications of Machine Learning to Neuroscience problems, mainly brain connectivity.">
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+<title>Pavel Popov</title>
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+<meta name="description" content="Hi everyone! I got bachelor&#39;s and master&#39;s degrees in physics and mathematics at the Moscow Institute of Physics and Technology, after which I decided to aspire to a Ph.D. in Computer science and Machine Learning at Georgia State University. My current research interests lie within the applications of Machine Learning to Neuroscience problems, mainly brain connectivity.">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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new file mode 100644
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+<title>Riyasat Ohib</title>
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+<meta name="description" content="I am a Ph.D. student at the Georgia Institute of Technology in the department of Electrical and Computer Engineering. I am primarily interested in Machine Learning and Deep Learning, focusing in the areas of sparsity in deep learning, efficient ML and optimization. Currently, I am working on developing novel methods of inducing sparsity in deep neural networks and studying the effects it has in the models. More recently, I have also started working in the areas of sparse reinforcement learning and multi-task learning.">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+              I am a Ph.D. student at the Georgia Institute of Technology in the department of Electrical and Computer Engineering. I am primarily interested in Machine Learning and Deep Learning, focusing in the areas of sparsity in deep learning, efficient ML and optimization. Currently, I am working on developing novel methods of inducing sparsity in deep neural networks and studying the effects it has in the models. More recently, I have also started working in the areas of sparse reinforcement learning and multi-task learning.
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@@ -0,0 +1,342 @@
+<!DOCTYPE html>
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+<title>Sajad Abavisani</title>
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+<meta name="author" content="Themefisher">
+<meta name="description" content="I am a third year Ph.D. student in Electrical and Computer Engineering Department of Georgia Institute of Technology. My area of research incudes Machine Learning, Deep Learning and Causal Learning. I work on developing novel machine learning methods to extract causal relations among complex and big scale data from time series. Currently I am working on a new method for causal structure discovery. I improved state-of-the-art run-time by three orders of magnitude by re-defining the problem as constraint optimization and solving using Answer Set Programming. This method is used in understanding causal relations of the brain from fMRI data, as well as simulated data.">
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+<title>Sajad Abavisani</title>
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+<meta name="description" content="I am a third year Ph.D. student in Electrical and Computer Engineering Department of Georgia Institute of Technology. My area of research incudes Machine Learning, Deep Learning and Causal Learning. I work on developing novel machine learning methods to extract causal relations among complex and big scale data from time series. Currently I am working on a new method for causal structure discovery. I improved state-of-the-art run-time by three orders of magnitude by re-defining the problem as constraint optimization and solving using Answer Set Programming. This method is used in understanding causal relations of the brain from fMRI data, as well as simulated data.">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+<title>Usman Mahmood</title>
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+<meta name="description" content="I am pursuing a Ph.D. with a concentration in machine learning, working on NeuroImages {fMRIs} to classify and predict brain disorders and estimate disorder-specific dynamic and directed graphs of the human brain. I am interested in creating &#39;glass-box&#39; deep learning models that produce interpretable results.">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+            </div>
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+              I am pursuing a Ph.D. with a concentration in machine learning, working on NeuroImages {fMRIs} to classify and predict brain disorders and estimate disorder-specific dynamic and directed graphs of the human brain. I am interested in creating &lsquo;glass-box&rsquo; deep learning models that produce interpretable results.
+            </div>
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diff --git a/team/william-ashbee/index.html b/team/william-ashbee/index.html
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+<html lang="en-us"><meta charset="utf-8">
+<title>William Ashbee</title>
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+<meta name="author" content="Themefisher">
+<meta name="description" content="William Stewart Ashbee is a doctoral student at Department of Computer Science at Georgia State University since Fall 2019. He is researching deep learning based brain surface reconstruction methods that produce surface meshes from MRI voxel images. At present, he has reviewed multiple methods and is preparing to combine and extend these methods for publication. This exciting area of research utilizes geometric deep learning and pytorch3d. He hopes to build a deep learning method to compete with Freesurfer. His advisor is Sergey Plis.">
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+<title>William Ashbee</title>
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+<meta name="description" content="William Stewart Ashbee is a doctoral student at Department of Computer Science at Georgia State University since Fall 2019. He is researching deep learning based brain surface reconstruction methods that produce surface meshes from MRI voxel images. At present, he has reviewed multiple methods and is preparing to combine and extend these methods for publication. This exciting area of research utilizes geometric deep learning and pytorch3d. He hopes to build a deep learning method to compete with Freesurfer. His advisor is Sergey Plis.">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+<meta name="description" content="I am interested in machine learning model optimization, multimodal data analysis, imaging inpainting, and many other machine learning algorithms. I am currently working on ICA, applying entropy maximization as the objective of the training process. I am very happy to join any machine learning related research.">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
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+          <div class="shadow p-4">
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+              <h3 class="mb-3 mb-sm-0">Yaorong Xiao</h3>
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+              I am interested in machine learning model optimization, multimodal data analysis, imaging inpainting, and many other machine learning algorithms. I am currently working on ICA, applying entropy maximization as the objective of the training process. I am very happy to join any machine learning related research.
+            </div>
+            
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+              <h6 style="flex: 0 0 75px;">Email :</h6>
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diff --git a/team/zafar-iqbal/index.html b/team/zafar-iqbal/index.html
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+<!DOCTYPE html>
+<html lang="en-us"><meta charset="utf-8">
+<title>Zafar Iqbal</title>
+
+<meta name="author" content="Themefisher">
+<meta name="description" content="My research is primarily focussed on applying deep learning neural networks to neuroimaging data. My current research is focussed on using pre-trained models trained on time direction of FMRI data to predict and classify different abnormalities in the brain. We believe such pertained models could help learn better the brain functions. Recurrent Neural Networks work well with time series data. The goal is to develop models by exploiting the capabilities of RNNS and observe their performance on benchmark medical datasets.">
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+<title>Zafar Iqbal</title>
+
+<meta name="author" content="Themefisher">
+<meta name="description" content="My research is primarily focussed on applying deep learning neural networks to neuroimaging data. My current research is focussed on using pre-trained models trained on time direction of FMRI data to predict and classify different abnormalities in the brain. We believe such pertained models could help learn better the brain functions. Recurrent Neural Networks work well with time series data. The goal is to develop models by exploiting the capabilities of RNNS and observe their performance on benchmark medical datasets.">
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
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+    font-weight: 900;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
+          
+          <li class="nav-item">
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+              My research is primarily focussed on applying deep learning neural networks to neuroimaging data. My current research is focussed on using pre-trained models trained on time direction of FMRI data to predict and classify different abnormalities in the brain. We believe such pertained models could help learn better the brain functions. Recurrent Neural Networks work well with time series data. The goal is to develop models by exploiting the capabilities of RNNS and observe their performance on benchmark medical datasets.
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+
+<style>
+  .content ul li:not(.nav-item) {
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+    transform: scale(0.8);
+    color:  #E8505B ;
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+    font-family: " Font Awesome 5 Free ";
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+  .notices p svg {
+    position: absolute;
+    top: 7px;
+    left: 10px;
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+<body><!-- navigation -->
+<header class="sticky-top navigation py-2 py-lg-0">
+  <div class="container">
+    
+    <nav class="navbar navbar-expand-lg navbar-light bg-transparent px-0">
+      <a class="navbar-brand" href="../"><img loading="lazy" class="img-fluid" src="https://neuroneural.github.io/images/logo.svg" alt="neuroneural | Sergey Plis, Ph.D."></a>
+      <button class="navbar-toggler border-0" type="button" data-toggle="collapse" data-target="#navigation" aria-label="navigation">
+        <i class="fas fa-bars h4 mb-0 text-dark"></i>
+      </button>
+
+      <div class="collapse navbar-collapse text-center" id="navigation">
+        
+
+        
+        
+        <ul class="navbar-nav mr-auto ml-auto ml-lg-0 pl-0 pl-lg-3">
+        
+        
+
+          
+          
+          <li class="nav-item">
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