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Bayesian Choice From Decision-Theoretic Foundations to Computational Implementation

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ISBN-10: 0387952314

ISBN-13: 9780387952314

Edition: 2nd 2007 (Revised)

Authors: Christian P. Robert

List price: $139.99
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Description:

Winner of the 2004 DeGroot PrizeThe DeGroot Prize is awarded every two years by the International Societyfor Bayesian Analysis in recognition of an important, timely, thorough andnotably original contribution to the statistics literature.This graduate-level textbook presents an introduction to Bayesian statistics and decision theory. Its scope covers both the basic ideas of statistical theory, and also some of the more modern and advanced topics of Bayesian statistics such as complete class theorems, the Stein effect, Bayesian model choice, hierarchical and empirical Bayes modeling, Monte Carlo integration, including Gibbs sampling and other MCMC techniques. The second edition includes a…    
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Book details

List price: $139.99
Edition: 2nd
Copyright year: 2007
Publisher: Springer New York
Publication date: 5/25/2001
Binding: Hardcover
Pages: 606
Size: 6.10" wide x 9.25" long x 1.25" tall
Weight: 2.244
Language: English

Preface to the Second Edition
Preface to the First Edition
List of Tables
List of Figures
Introduction
Decision-Theoretic Foundations
From Prior Information to Prior Distributions
Bayesian Point Estimation
Tests and Confidence Regions
Bayesian Calculations
Model Choice
Admissibility and Complete Classes
Invariance, Haar Measures, and Equivariant Estimators
Hierarchical and Empirical Bayes Extensions
A Defense of the Bayesian Choice
A: Probability Distributions
Usual Pseudo-random Generators
C: Notations
D: References
Author Index
Subject Index