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“Bayesian Model Selection and Statistical Modeling (Statistics:  A Series of Textbooks and Monographs) (English Edition)”,作者:[Ando, Tomohiro]

Bayesian Model Selection and Statistical Modeling (Statistics: A Series of Textbooks and Monographs) (English Edition) Kindle电子书

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图书描述

2010年5月27日 1

Along with many practical applications, Bayesian Model Selection and Statistical Modeling presents an array of Bayesian inference and model selection procedures. It thoroughly explains the concepts, illustrates the derivations of various Bayesian model selection criteria through examples, and provides R code for implementation.



The author shows how to implement a variety of Bayesian inference using R and sampling methods, such as Markov chain Monte Carlo. He covers the different types of simulation-based Bayesian model selection criteria, including the numerical calculation of Bayes factors, the Bayesian predictive information criterion, and the deviance information criterion. He also provides a theoretical basis for the analysis of these criteria. In addition, the author discusses how Bayesian model averaging can simultaneously treat both model and parameter uncertainties.



Selecting and constructing the appropriate statistical model significantly affect the quality of results in decision making, forecasting, stochastic structure explorations, and other problems. Helping you choose the right Bayesian model, this book focuses on the framework for Bayesian model selection and includes practical examples of model selection criteria.


基本信息

  • 版本: Kindle电子书
  • 文件大小: 8199 KB
  • 纸书页数: 300
  • 出版社: Chapman and Hall/CRC; 1 (2010年5月27日)
  • 语种: 英语
  • ASIN: B0099UY1HA
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