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Gaussian-binary restricted Boltzmann machines for modeling natural image statistics

We present a theoretical analysis of Gaussian-binary restricted Boltzmann machines (GRBMs) from the perspective of density models. The key aspect of this analysis is to show that GRBMs can be formulated as a constrained mixture of Gaussians, which gives a much better insight into the model’s capabil...

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Gorde:
Xehetasun bibliografikoak
Argitaratua izan da:PLoS One
Egile Nagusiak: Melchior, Jan, Wang, Nan, Wiskott, Laurenz
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: Public Library of Science 2017
Gaiak:
Sarrera elektronikoa:https://ncbi.nlm.nih.gov/pmc/articles/PMC5289828/
https://ncbi.nlm.nih.gov/pubmed/28152552
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0171015
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