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Training restricted Boltzmann machines using approximations to the likelihood gradient

T. Tieleman

2008 · DOI: 10.1145/1390156.1390290
International Conference on Machine Learning · 1,043 Citations

TLDR

A new algorithm for training Restricted Boltzmann Machines is introduced, which is compared to some standard Contrastive Divergence and Pseudo-Likelihood algorithms on the tasks of modeling and classifying various types of data.