Basic untested version of Replicated Softmax: @inproceedings{hinton2009replicated, title={Replicated softmax: an undirected topic model}, author={Hinton, Geoffrey E and Salakhutdinov, Ruslan R}, booktitle={Advances in neural information processing systems}, pages={1607--1614}, year={2009} } based on Theano RBM implementation from deeplearning.net. To test download the matlab preprocessed dataset from http://qwone.com/~jason/20Newsgroups/ and put it in the appropriate folder (see below). This implementation is supposed to provide a framework for further work on RSM, not just the good results right away. @author: Michal Lisicki