The Spike-and-Slab RBM and Extensions to Discrete and Sparse Data Distributions

The spike-and-slab restricted Boltzmann machine (ssRBM) is defined to have both a real-valued "slab" variable and a binary "spike" variable associated with each unit in the hidden layer. The model uses its slab variables to model the conditional covariance of the observation-thou...

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Veröffentlicht in:	IEEE transactions on pattern analysis and machine intelligence. - 1979. - 36(2014), 9 vom: 02. Sept., Seite 1874-87
1. Verfasser:	Courville, Aaron (VerfasserIn)
Weitere Verfasser:	Desjardins, Guillaume, Bergstra, James, Bengio, Yoshua
Format:	Online-Aufsatz
Sprache:	English
Veröffentlicht:	2014
Zugriff auf das übergeordnete Werk:	IEEE transactions on pattern analysis and machine intelligence
Schlagworte:	Journal Article Research Support, Non-U.S. Gov't