ConvDBN for Scalable Unsupervised Learning of Hierarchical Representations

Therehasbeenmuchinterestinunsupervisedlearningofhierarchicalgenerativemodelssuchasdeepbeliefnetworks.Scalingsuchmodelstofull-sized,high-dimensionalimagesremainsadicultproblem.Toaddressthisproblem,wepresenttheconvolu-tionaldeepbeliefnetwork,ahierarchicalgenerativemodelwhichscalestorealis