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Hamiltonian Monte Carlo acceleration using surrogate functions with random bases

For big data analysis, high computational cost for Bayesian methods often limits their applications in practice. In recent years, there have been many attempts to improve computational efficiency of Bayesian inference. Here we propose an efficient and scalable computational technique for a state-of-...

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Detalhes bibliográficos
Publicado no:Stat Comput
Main Authors: Zhang, Cheng, Shahbaba, Babak, Zhao, Hongkai
Formato: Artigo
Idioma:Inglês
Publicado em: 2016
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5624739/
https://ncbi.nlm.nih.gov/pubmed/28983154
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/s11222-016-9699-1
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