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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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Publicat a:Stat Comput
Autors principals: Zhang, Cheng, Shahbaba, Babak, Zhao, Hongkai
Format: Artigo
Idioma:Inglês
Publicat: 2016
Matèries:
Accés en línia: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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