Sleep-Stage-Scoring

Automatic sleep stage scoring field by using Deep Learning over biomedical signals. NOTE: This code is from 2016. It relies on Python 2.x, and Tensorflow 0.x, among others.

Publications:

• Deep Learning Using EEG Data in Time and Frequency Domains for Sleep Stage Classification (http://link.springer.com/10.1007/978-3-319-59153-7_12)
• Combination of EEG Data Time and Frequency Representations in Deep Networks for Sleep Stage Classification (http://link.springer.com/10.1007/978-3-319-63312-1_20)

Libraries:

• TensorFlow: neural networks
• NumPy: signal preprocessing and label's processing
• Scikit-learn: performance/quality metrics
• SciPy: signal processing with STFT (Short-Time Fourier Transform)
• Matplotlib: signals' visualization