Title
Generalising the Discriminative Restricted Boltzmann Machine.
Abstract
We present a novel theoretical result that generalises the Discriminative Restricted Boltzmann Machine (DRBM). While originally the DRBM was defined assuming the ({0, 1})-Bernoulli distribution in each of its hidden units, this result makes it possible to derive cost functions for variants of the DRBM that utilise other distributions, including some that are often encountered in the literature. This paper shows that this function can be extended to the Binomial and ({-1,+1})-Bernoulli hidden units.
Year
Venue
DocType
2017
ICANN
Conference
Volume
Citations 
PageRank 
abs/1604.01806
2
0.38
References 
Authors
11
4
Name
Order
Citations
PageRank
Srikanth Cherla1264.40
Son N. Tran284.22
Tillman Weyde312627.15
Artur S. D'avila Garcez443163.57