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Bayesian optimization for computationally extensive probability distributions

An efficient method for finding a better maximizer of computationally extensive probability distributions is proposed on the basis of a Bayesian optimization technique. A key idea of the proposed method is to use extreme values of acquisition functions by Gaussian processes for the next training pha...

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Detalhes bibliográficos
Publicado no:PLoS One
Main Authors: Tamura, Ryo, Hukushima, Koji
Formato: Artigo
Idioma:Inglês
Publicado em: Public Library of Science 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5837188/
https://ncbi.nlm.nih.gov/pubmed/29505596
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0193785
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