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019 ▼a 901245065 ▼a 908078460 ▼a 958095580 ▼a 958392098
020 ▼a 9781322627052 ▼q (electronic bk.)
020 ▼a 1322627053 ▼q (electronic bk.)
020 ▼a 9781420010718 ▼q (electronic bk.)
020 ▼a 1420010719 ▼q (electronic bk.)
020 ▼z 9781498786591
020 ▼z 1498786596
020 ▼z 9781584885450
020 ▼z 1584885459
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1001 ▼a Rizzo, Maria L., ▼e author.
24510 ▼a Statistical computing with R/ ▼c Maria L. Rizzo, Bowling Green State University, Bowling Green, Ohio, U.S.A.
264 1 ▼a Boca Raton, FL : ▼b CRC Press, ▼c [2007]
264 4 ▼c ?007
300 ▼a 1 online resource (xvi, 399 pages): ▼b illustrations.
336 ▼a text ▼b txt ▼2 rdacontent
337 ▼a computer ▼b c ▼2 rdamedia
338 ▼a online resource ▼b cr ▼2 rdacarrier
4901 ▼a Chapman & Hall/CRC computer science and data analysis series
504 ▼a Includes bibliographical references (pages 375-393) and index.
5050 ▼a Probability and statistics review -- Methods for generating random variables -- Visualization of multivariate data -- Monte Carlo integration and variance reduction -- Monte Carlo methods in inference -- Bootstrap and jackknife -- Permutation tests -- Markov chain Monte Carlo methods -- Probability density estimation -- Numerical methods in R -- A. Notation -- B. Working with data frames and arrays.
520 ▼a 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.
588 ▼a Description based on print version record.
590 ▼a eBooks on EBSCOhost ▼b All EBSCO eBooks
650 0 ▼a R (Computer program language)
650 0 ▼a Mathematical statistics ▼x Computer programs.
650 0 ▼a Mathematical statistics ▼x Data processing.
650 7 ▼a MATHEMATICS ▼x Applied. ▼2 bisacsh
650 7 ▼a MATHEMATICS ▼x Probability & Statistics ▼x General. ▼2 bisacsh
650 7 ▼a Mathematical statistics ▼x Computer programs. ▼2 fast ▼0 (OCoLC)fst01012130
650 7 ▼a Mathematical statistics ▼x Data processing. ▼2 fast ▼0 (OCoLC)fst01012133
650 7 ▼a R (Computer program language) ▼2 fast ▼0 (OCoLC)fst01086207
65017 ▼a Programmeertalen. ▼2 gtt
65017 ▼a Statistiek. ▼2 gtt
65017 ▼a Dataprocessing. ▼2 gtt
65017 ▼a R (computerprogramma) ▼2 gtt
650 7 ▼a R ▼g Programm ▼2 gnd
650 7 ▼a Statistische Analyse ▼2 gnd
655 0 ▼a Electronic books.
77608 ▼i Print version: ▼a Rizzo, Maria L. ▼t Statistical computing with R. ▼d Boca Raton : Chapman & Hall/CRC, ?008 ▼z 9781584885450 ▼w (DLC) 2007034218 ▼w (OCoLC)165958428
830 0 ▼a Series in computer science and data analysis.
85640 ▼u http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=1499459
938 ▼a CRC Press ▼b CRCP ▼n 9781420010718
938 ▼a EBL - Ebook Library ▼b EBLB ▼n EBL1566014
938 ▼a EBSCOhost ▼b EBSC ▼n 1499459
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