R in Action: Data Analysis and Graphics with R

By | June 10, 2017
R in Action: Data Analysis and Graphics with R Author Robert Kabacoff
ISBN-10 1617291382
ISBN-13 9781617291388
Year 2015-06-06
Pages 608
Language English
Publisher Manning Publications
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Summary R in Action Second Edition presents both the R language and the examples that make it so useful for business developers Focusing on practical solutions the book offers a crash course in statistics and covers elegant methods for dealing with messy and incomplete data that are difficult to analyze using traditional methods You ll also master R s extensive graphical capabilities for exploring and presenting data visually And this expanded second edition includes new chapters on time series analysis cluster analysis and classification methodologies including decision trees random forests and support vector machines Purchase of the print book includes a free eBook in PDF Kindle and ePub formats from Manning Publications About the TechnologyBusiness pros and researchers thrive on data and R speaks the language of data analysis R is a powerful programming language for statistical computing Unlike general purpose tools R provides thousands of modules for solving just about any data crunching or presentation challenge you re likely to face R runs on all important platforms and is used by thousands of major corporations and institutions worldwide About the BookR in Action Second Edition teaches you how to use the R language by presenting examples relevant to scientific technical and business developers Focusing on practical solutions the book offers a crash course in statistics including elegant methods for dealing with messy and incomplete data You ll also master R s extensive graphical capabilities for exploring and presenting data visually And this expanded second edition includes new chapters on forecasting data mining and dynamic report writing What s InsideComplete R language tutorialUsing R to manage analyze and visualize dataTechniques for debugging programs and creating packagesOOP in ROver 160 graphsAbout the AuthorDr Rob Kabacoff is a seasoned researcher and teacher who specializes in data analysis He also maintains the popular Quick R website at statmethods net Table of ContentsPART 1 GETTING STARTEDIntroduction to RCreating a datasetGetting started with graphsBasic data managementAdvanced data managementPART 2 BASIC METHODSBasic graphsBasic statisticsPART 3 INTERMEDIATE METHODSRegressionAnalysis of variancePower analysisIntermediate graphsResampling statistics and bootstrappingPART 4 ADVANCED METHODSGeneralized linear modelsPrincipal components and factor analysisTime seriesCluster analysisClassificationAdvanced methods for missing dataPART 5 EXPANDING YOUR SKILLSAdvanced graphics with ggplot2Advanced programmingCreating a packageCreating dynamic reportsAdvanced graphics with the lattice package available online only from manning com kabacoff2

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