Universal Approximation Results for the Temporal Restricted Boltzmann Machine and the Recurrent Temporal Restricted Boltzmann Machine

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Summary

It is shown that the TRBM is a universal approximator for Markov chains and generalize the theorem to sequences with longer time dependence, and it is proved that the RTRBM isA universal approxIMator for stochastic processes with _nite time dependence.

Type
article
Published
2016-01-01
Cited by
6
References
15

Keywords

Boltzmann machine, Restricted Boltzmann machine, Boltzmann constant, Block (permutation group theory), Computer science

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