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Double-Parallel Monte Carlo for Bayesian Analysis of Big Data

This paper proposes a simple, practical and efficient MCMC algorithm for Bayesian analysis of big data. The proposed algorithm suggests to divide the big dataset into some smaller subsets and provides a simple method to aggregate the subset posteriors to approximate the full data posterior. To furth...

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Détails bibliographiques
Publié dans:Stat Comput
Auteurs principaux: Xue, Jingnan, Liang, Faming
Format: Artigo
Langue:Inglês
Publié: 2017
Sujets:
Accès en ligne:https://ncbi.nlm.nih.gov/pmc/articles/PMC6474686/
https://ncbi.nlm.nih.gov/pubmed/31011242
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/s11222-017-9791-1
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