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Bayesian methods for data analysis

Author: Bradley P Carlin; Thomas A Louis
Publisher: Boca Raton : CRC Press, ©2009.
Series: Texts in statistical science.
Edition/Format:   eBook : Document : English : 3rd edView all editions and formats
Database:WorldCat
Summary:
Approaches for statistical inference Introduction Motivating Vignettes Defining the Approaches The Bayes-Frequentist Controversy Some Basic Bayesian Models The Bayes approach Introduction Prior Distributions Bayesian Inference Hierarchical Modeling Model Assessment Nonparametric Methods Bayesian computation Introduction Asymptotic Methods Noniterative Monte Carlo Methods Markov Chain Monte Carlo Methods Model  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Carlin, Bradley P.
Bayesian methods for data analysis.
Boca Raton : CRC Press, ©2009
(DLC) 2008019143
(OCoLC)227205756
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Bradley P Carlin; Thomas A Louis
ISBN: 9781584886983 1584886986
OCLC Number: 946260874
Description: 1 online resource.
Contents: CHAPTER 1. Approaches for statistical inference; CHAPTER 2. The Bayes approach; CHAPTER 3. Bayesian computation; CHAPTER 4. Model criticism and selection; CHAPTER 5. The empirical Bayes approach; CHAPTER 6. Bayesian design; CHAPTER 7. Special methods and models; CHAPTER 8. Case studies.
Series Title: Texts in statistical science.
Responsibility: Bradley P. Carlin, Thomas A. Louis.

Abstract:

Presents an introduction to the foundations and applications of Bayesian analysis. This book focuses on hierarchical Bayesian modeling as implemented through Markov chain Monte Carlo (MCMC) methods  Read more...

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... would appeal to a practising statistician in the pharmaceutical industry. ... [Examples] are clearly worked through from start to finish with hints on presentation of results. ... I would Read more...

 
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