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• W2950731610 abstract "We describe discrete restricted Boltzmann machines: probabilistic graphical models with bipartite interactions between visible and hidden discrete variables. Examples are binary restricted Boltzmann machines and discrete naive Bayes models. We detail the inference functions and distributed representations arising in these models in terms of configurations of projected products of simplices and normal fans of products of simplices. We bound the number of hidden variables, depending on the cardinalities of their state spaces, for which these models can approximate any probability distribution on their visible states to any given accuracy. In addition, we use algebraic methods and coding theory to compute their dimension." @default.
• W2950731610 created "2019-06-27" @default.
• W2950731610 creator A5072280192 @default.
• W2950731610 creator A5078847008 @default.
• W2950731610 date "2013-01-15" @default.
• W2950731610 modified "2023-09-27" @default.
• W2950731610 title "Discrete Restricted Boltzmann Machines" @default.
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• W2950731610 hasPublicationYear "2013" @default.
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