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Monte Carlo Statistical Methods

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ISBN-10: 0387212396

ISBN-13: 9780387212395

Edition: 2nd 2004 (Revised)

Authors: Christian P. Robert, George Casella

List price: $109.00
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Description:

Monte Carlo statistical methods, particularly those based on Markov chains, are now an essential component of the standard set of techniques used by statisticians. This new edition has been revised towards a coherent and flowing coverage of these simulation techniques, with incorporation of the most recent developments in the field. In particular, the introductory coverage of random variable generation has been totally revised, with many concepts being unified through a fundamental theorem of simulationThere are five completely new chapters that cover Monte Carlo control, reversible jump, slice sampling, sequential Monte Carlo, and perfect sampling. There is a more in-depth coverage of…    
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Book details

List price: $109.00
Edition: 2nd
Copyright year: 2004
Publisher: Springer
Publication date: 7/26/2005
Binding: Hardcover
Pages: 649
Size: 6.50" wide x 9.50" long x 1.50" tall
Weight: 2.354
Language: English

Introduction
Random Variable Generation
Monte Carlo Integration
Controlling Monte Carlo Variance
Monte Carlo Optimization
Markov Chains
The Metropolis-Hastings Algorithm
Thenbsp;Slice Sampler
The Two-Stage Gibbs Sampler
The Multi-Stage Gibbs Sampler
Variable Dimension Models and Reversible Jump
Diagnosing Convergence
Perfect Sampling
Iterated and Sequential Importance Sampling