Restricted boltzmann machines as models of interacting variables

We study the type of distributions that restricted Boltzmann machines (RBMs) with different activation functions can express by investigating the effect of the activation function of the hidden nodes on the marginal distribution they impose on observed binary nodes. We report an exact expression for...

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Bibliographic Details
Main Authors: Bulso, N. (Author), Roudi, Y. (Author)
Format: Article
Language:English
Published: MIT Press Journals 2021
Subjects:
Online Access:View Fulltext in Publisher