Introducing Monte Carlo Methods with R

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Language: English

Published by Springer New York Dez 2009, 2009

1441915753 / 9781441915757

Series: Book 17 of 68 - Use R!

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This item is printed on demand - it takes 3-4 days longer - Neuware -Computational techniques based on simulation have now become an essential part of the statistician's toolbox. It is thus crucial to provide statisticians with a practical understanding of those methods, and there is no better way to develop intuition and skills for simulation than to use simulation to solve statistical problems. Introducing Monte Carlo Methods with R covers the main tools used in statistical simulation from a programmer's point of view, explaining the R implementation of each simulation technique and providing the output for better understanding and comparison. While this book constitutes a comprehensive treatment of simulation methods, the theoretical justification of those methods has been considerably reduced, compared with Robert and Casella (2004). Similarly, the more exploratory and less stable solutions are not covered here.This book does not require a preliminary exposure to the R programming language or to Monte Carlo methods, nor an advanced mathematical background. While many examples are set within a Bayesian framework, advanced expertise in Bayesian statistics is not required. The book covers basic random generation algorithms, Monte Carlo techniques for integration and optimization, convergence diagnoses, Markov chain Monte Carlo methods, including Metropolis {Hastings and Gibbs algorithms, and adaptive algorithms. All chapters include exercises and all R programs are available as an R package called mcsm. The book appeals to anyone with a practical interest in simulation methods but no previous exposure. It is meant to be useful for students and practitioners in areas such as statistics, signal processing, communications engineering, control theory, econometrics, finance and more. The programming parts are introduced progressively to be accessible to any reader. 284 pp. Englisch.…

Title
Introducing Monte Carlo Methods with R
Author
Christian Robert
Publisher
Springer New York Dez 2009
Publication year
2009
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
1441915753
ISBN 13
9781441915757
Item weight
479 grams
Dimensions
233x154x20 mm
Series
Book 17 of 68: Use R!

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

5-star seller

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