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Item Details
Title: STATISTICAL COMPUTING WITH R
By: Maria L. Rizzo
Format: Electronic book text

List price: £47.99


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ISBN 10: 1420010719
ISBN 13: 9781420010718
Publisher: TAYLOR & FRANCIS LTD
Pub. date: 15 November, 2007
Series: Chapman & Hall/CRC The R Series
Pages: 416
Description: Offers examples that illustrate programming concepts in the context of practical computational problems. This book presents an overview of computational statistics with an introduction to the R computing environment. It reviews basic concepts in probability and classical statistical inference.
Synopsis: Computational statistics and statistical computing are two areas that employ computational, graphical, and numerical approaches to solve statistical problems, making the versatile R language an ideal computing environment for these fields. One of the first books on these topics to feature R, Statistical Computing with R covers the traditional core material of computational statistics, with an emphasis on using the R language via an examples-based approach. Suitable for an introductory course in computational statistics or for self-study, it includes R code for all examples and R notes to help explain the R programming concepts. After an overview of computational statistics and an introduction to the R computing environment, the book reviews some basic concepts in probability and classical statistical inference. Each subsequent chapter explores a specific topic in computational statistics. These chapters cover the simulation of random variables from probability distributions, the visualization of multivariate data, Monte Carlo integration and variance reduction methods, Monte Carlo methods in inference, bootstrap and jackknife, permutation tests, Markov chain Monte Carlo (MCMC) methods, and density estimation. The final chapter presents a selection of examples that illustrate the application of numerical methods using R functions. Focusing on implementation rather than theory, this text serves as a balanced, accessible introduction to computational statistics and statistical computing.
Illustrations: 100 equations; 14 Tables, black and white; 63 Illustrations, black and white
Publication: UK
Imprint: Chapman & Hall/CRC
Returns: Non-returnable
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