Inductive principles for learning Restricted Boltzmann Machines

We explore the training and usage of the Restricted Boltzmann Machine for unsupervised feature extraction. We investigate the many different aspects involved in their training, and by applying the concept of iterate averaging we show that it is possible to greatly improve on state of the art algorit...

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Bibliographic Details
Main Author: Swersky, Kevin
Language:English
Published: University of British Columbia 2010
Online Access:http://hdl.handle.net/2429/27816