Introduction to Probability Simulation and Gibbs Sampling with R

Language: English

Published by Springer Nature B.V., 2010

038740273X / 9780387402734

Series: Book 19 of 68 - Use R!

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Druck auf Anfrage Neuware - Printed after ordering - The first seven chapters use R for probability simulation and computation, including random number generation, numerical and Monte Carlo integration, and finding limiting distributions of Markov Chains with both discrete and continuous states. Applications include coverage probabilities of binomial confidence intervals, estimation of disease prevalence from screening tests, parallel redundancy for improved reliability of systems, and various kinds of genetic modeling. These initial chapters can be used for a non-Bayesian course in the simulation of applied probability models and Markov Chains. Chapters 8 through 10 give a brief introduction to Bayesian estimation and illustrate the use of Gibbs samplers to find posterior distributions and interval estimates, including some examples in which traditional methods do not give satisfactory results. WinBUGS software is introduced with a detailed explanation of its interface and examples of its use for Gibbs sampling for Bayesian estimation.No previous experience using R is required. An appendix introduces R, and complete R code is included for almost all computational examples and problems (along with comments and explanations). Noteworthy features of the book are its intuitive approach, presenting ideas with examples from biostatistics, reliability, and other fields; its large number of figures; and its extraordinarily large number of problems (about a third of the pages), ranging from simple drill to presentation of additional topics. Hints and answers are provided for many of the problems. These features make the book ideal for students of statistics at the senior undergraduate and at the beginning graduate levels.

Seller Inventory # 9780387402734

Title
Introduction to Probability Simulation and Gibbs Sampling with R
Author
Eric A. Suess
Publisher
Springer Nature B.V.
Publication year
2010
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
038740273X
ISBN 13
9780387402734
Item weight
468 grams
Dimensions
239x155x23 mm
Series
Book 19 of 68: Use R!

AHA-BUCH GmbH

Einbeck, Germany

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