JCIM paper link

samoturk · Dec 22, 2017 · ab19248 · ab19248
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diff --git a/Notebooks/Exploring_Mol2vec_vectors.ipynb b/Notebooks/Exploring_Mol2vec_vectors.ipynb
diff --git a/README.md b/README.md
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 # Mol2vec notebooks
 Mol2vec notebooks for use with Binder service  
 
-[Mol2vec](https://chemrxiv.org/articles/Mol2vec_Unsupervised_Machine_Learning_Approach_with_Chemical_Intuition/5513581) is an unsupervised machine learning approach to learn vector representations of molecular substructures and is available [here](https://github.com/samoturk/mol2vec).
+[Mol2vec](http://pubs.acs.org/doi/10.1021/acs.jcim.7b00616) is an unsupervised machine learning approach to learn vector representations of molecular substructures and is available [here](https://github.com/samoturk/mol2vec).
 
 * [Exploring Mol2vec vectors](https://mybinder.org/v2/gh/samoturk/mol2vec_notebooks/master?filepath=Notebooks%2FExploring_Mol2vec_vectors.ipynb) notebook is available on Binder [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/samoturk/mol2vec_notebooks/master?filepath=Notebooks%2FExploring_Mol2vec_vectors.ipynb). The plot should look like this: