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...

Descripción completa

Detalles Bibliográficos
Autores principales: Melchior, Jan, Wang, Nan, Wiskott, Laurenz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Research Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5289828/
https://www.ncbi.nlm.nih.gov/pubmed/28152552
http://dx.doi.org/10.1371/journal.pone.0171015

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5289828/
https://www.ncbi.nlm.nih.gov/pubmed/28152552
http://dx.doi.org/10.1371/journal.pone.0171015

Ejemplares similares