Bayesian model selection and statistical modeling

Bayesian model selection and statistical modeling

by Ando, Tomohiro

Type Book
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Bayesian model selection is a fundamental part of the Bayesian statistical modeling process. The quality of these solutions usually depends on the goodness of the constructed Bayesian model. Realizing how crucial this issue is, many researchers and practitioners have been extensively investigating the Bayesian model selection problem. This book provides comprehensive explanations of the concepts and derivations of the Bayesian approach for model selection and related criteria, including the Bay…

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Title Statements

  • Full title :Bayesian model selection and statistical modeling / Tomohiro Ando

Summary

Bayesian model selection is a fundamental part of the Bayesian statistical modeling process. The quality of these solutions usually depends on the goodness of the constructed Bayesian model. Realizing how crucial this issue is, many researchers and practitioners have been extensively investigating the Bayesian model selection problem. This book provides comprehensive explanations of the concepts and derivations of the Bayesian approach for model selection and related criteria, including the Bayes factor, the Bayesian information criterion (BIC), the generalized BIC, and the pseudo marginal likelihood. It also includes a wide range of practical examples of model selection criteria

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Edition Statements

  • Publication Date:2010

Publication Statements

  • Publisher(s):Chapman & Hall/CRC
  • Place of Publication:Boca Raton, Fla
  • Language:eng
  • Publication Date:2010

The Physical Object

  • Description:xiv, 286 s. : : illustrations

Edition Identifiers

  • ISBN:9781439836149, 1439836140
  • oclc:ocn760240778
  • LC Classification:QA279.5
  • Dewey Decimal:519.5 42

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