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ISBN 10: 0387715991
ISBN 13: 9780387715995
Author: Christian P. Robert
This is an introduction to Bayesian statistics and decision theory, including advanced topics such as Monte Carlo methods. This new edition contains several revised chapters and a new chapter on model choice.
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
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Tags: Christian Robert, Bayesian, Choice, Decision, Foundations
