diff --git a/README.md b/README.md
index bcae73c..24b3a88 100644
--- a/README.md
+++ b/README.md
@@ -234,5 +234,5 @@ This work was supported by the European Commission Seventh Framework Programme u
 Citation
 ========
 
-1. Peter Wittek, Shi Chao Gao, Ik Soo Lim, Li Zhao (2017). Somoclu: An Efficient Parallel Library for Self-Organizing Maps. Journal of Statistical Software, 78(9), pp.1--21. DOI: [10.18637/jss.v078.i09](https://doi.org/10.18637/jss.v078.i09).
+1. Peter Wittek, Shi Chao Gao, Ik Soo Lim, Li Zhao (2017). Somoclu: An Efficient Parallel Library for Self-Organizing Maps. Journal of Statistical Software, 78(9), pp.1--21. DOI:[10.18637/jss.v078.i09](https://doi.org/10.18637/jss.v078.i09).
  arXiv:[1305.1422](https://arxiv.org/abs/1305.1422).
diff --git a/src/Python/CITATION b/src/Python/CITATION
index a92f645..31620bb 100644
--- a/src/Python/CITATION
+++ b/src/Python/CITATION
@@ -7,8 +7,12 @@ A BibTeX entry for LaTeX users is
 @Article{wittek2015somoclu,
   author =    {Wittek, Peter and Gao, Shi Chao and Lim, Ik Soo and Zhao, Li},
   title =     {Somoclu: An Efficient Parallel Library for Self-Organizing Maps},
-  journal =   {arXiv:1305.1422},
-  year =      {2015}
+  journal =   {Journal of Statistical Software},
+  year    =   {2017},
+  volume  =   {78},
+  number  =   {9},
+  pages   =   {1--21},
+  doi     =   {10.18637/jss.v078.i09}
 }
 
 You may also consider adding a link to the code. Please cite the PyPI version:
diff --git a/src/Python/README.rst b/src/Python/README.rst
index de0187e..0064296 100644
--- a/src/Python/README.rst
+++ b/src/Python/README.rst
@@ -150,4 +150,4 @@ Then it should be able to build and install the module.
 Citation
 --------
 
-1. Peter Wittek, Shi Chao Gao, Ik Soo Lim, Li Zhao (2017). Somoclu: An Efficient Parallel Library for Self-Organizing Maps.  Journal of Statistical Software, 78(9), pp.1--21. DOI: `10.18637/jss.v078.i09 <https://doi.org/10.18637/jss.v078.i09>`_. arXiv:`1305.1422 <https://arxiv.org/abs/1305.1422>`_.
+1. Peter Wittek, Shi Chao Gao, Ik Soo Lim, Li Zhao (2017). Somoclu: An Efficient Parallel Library for Self-Organizing Maps.  Journal of Statistical Software, 78(9), pp.1--21. DOI:`10.18637/jss.v078.i09 <https://doi.org/10.18637/jss.v078.i09>`_. arXiv:`1305.1422 <https://arxiv.org/abs/1305.1422>`_.
diff --git a/src/Python/doc/source/introduction.rst b/src/Python/doc/source/introduction.rst
index f831d5e..205c7be 100644
--- a/src/Python/doc/source/introduction.rst
+++ b/src/Python/doc/source/introduction.rst
@@ -15,7 +15,7 @@ Key features of the Python interface:
 
 The documentation is available online. Further details are found in the following paper:
 
-Peter Wittek, Shi Chao Gao, Ik Soo Lim, Li Zhao (2017). Somoclu: An Efficient Parallel Library for Self-Organizing Maps.  Journal of Statistical Software, 78(9), pp.1--21. DOI: `10.18637/jss.v078.i09 <https://doi.org/10.18637/jss.v078.i09>`_. arXiv:`1305.1422 <https://arxiv.org/abs/1305.1422>`_.
+Peter Wittek, Shi Chao Gao, Ik Soo Lim, Li Zhao (2017). Somoclu: An Efficient Parallel Library for Self-Organizing Maps.  Journal of Statistical Software, 78(9), pp.1--21. DOI:`10.18637/jss.v078.i09 <https://doi.org/10.18637/jss.v078.i09>`_. arXiv:`1305.1422 <https://arxiv.org/abs/1305.1422>`_.
 
 Copyright and License
 ---------------------