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R for Everyone : Advanced Analytics and Graphics / Jared P. Lander.

By: Lander, Jared P.
Series: Addison-Wesley data and analytics series: Publisher: Upper Saddle River, New Jersey : Addison-Wesley, [2014]Description: xxi, 432 pages : illustrations, maps ; 24 cm.Content type: text Media type: unmediated Carrier type: volumeISBN: 9780321888037 (alk. paper); 0321888030 (alk. paper).Subject(s): R (Computer program language) | Scripting languages (Computer science) | Statistics -- Data processing | Statistics -- Graphic methods -- Data processing | Computer simulation | Computer simulation | R (Computer program language) | Scripting languages (Computer science) | Statistics -- Data processing | Statistics -- Graphic methods -- Data processingLOC classification: QA76.73.R3 | L36 2014
Contents:
Machine generated contents note: 1.Getting R -- 1.1.Downloading R -- 1.2.R Version -- 1.3.32-bit versus 64-bit -- 1.4.Installing -- 1.5.Revolution R Community Edition -- 1.6.Conclusion -- 2.The R Environment -- 2.1.Command Line Interface -- 2.2.RStudio -- 2.3.Revolution Analytics RPE -- 2.4.Conclusion -- 3.R Packages -- 3.1.Installing Packages -- 3.2.Loading Packages -- 3.3.Building a Package -- 3.4.Conclusion -- 4.Basics of R -- 4.1.Basic Math -- 4.2.Variables -- 4.3.Data Types -- 4.4.Vectors -- 4.5.Calling Functions -- 4.6.Function Documentation -- 4.7.Missing Data -- 4.8.Conclusion -- 5.Advanced Data Structures -- 5.1.data.frames -- 5.2.Lists -- 5.3.Matrices -- 5.4.Arrays -- 5.5.Conclusion -- 6.Reading Data into R -- 6.1.Reading CSVs -- 6.2.Excel Data -- 6.3.Reading from Databases -- 6.4.Data from Other Statistical Tools -- 6.5.R Binary Files -- 6.6.Data Included with R -- 6.7.Extract Data from Web Sites -- 6.8.Conclusion -- 7.Statistical Graphics -- 7.1.Base Graphics -- 7.2.ggplot2 -- 7.3.Conclusion -- 8.Writing R Functions -- 8.1.Hello, World! -- 8.2.Function Arguments -- 8.3.Return Values -- 8.4.do. call -- 8.5.Conclusion -- 9.Control Statements -- 9.1.If and else -- 9.2.switch -- 9.3.ifelse -- 9.4.Compound Tests -- 9.5.Conclusion -- 10.Loops, the Un-R Way to Iterate -- 10.1.For Loops -- 10.2.While Loops -- 10.3.Controlling Loops -- 10.4.Conclusion -- 11.Group Manipulation -- 11.1.Apply Family -- 11.2.aggregate -- 11.3.plyr -- 11.4.data.table -- 11.5.Conclusion -- 12.Data Reshaping -- 12.1.cbind and rbind -- 12.2.Joins -- 12.3.reshape2 -- 12.4.Conclusion -- 13.Manipulating Strings -- 13.1.paste -- 13.2.sprintf -- 13.3.Extracting Text -- 13.4.Regular Expressions -- 13.5.Conclusion -- 14.Probability Distributions -- 14.1.Normal Distribution -- 14.2.Binomial Distribution -- 14.3.Poisson Distribution -- 14.4.Other Distributions -- 14.5.Conclusion -- 15.Basic Statistics -- 15.1.Summary Statistics -- 15.2.Correlation and Covariance -- 15.3.T-Tests -- 15.4.ANOVA -- 15.5.Conclusion -- 16.Linear Models -- 16.1.Simple Linear Regression -- 16.2.Multiple Regression -- 16.3.Conclusion -- 17.Generalized Linear Models -- 17.1.Logistic Regression -- 17.2.Poisson Regression -- 17.3.Other Generalized Linear Models -- 17.4.Survival Analysis -- 17.5.Conclusion -- 18.Model Diagnostics -- 18.1.Residuals -- 18.2.Comparing Models -- 18.3.Cross-Validation -- 18.4.Bootstrap -- 18.5.Stepwise Variable Selection -- 18.6.Conclusion -- 19.Regularization and Shrinkage -- 19.1.Elastic Net -- 19.2.Bayesian Shrinkage -- 19.3.Conclusion -- 20.Nonlinear Models -- 20.1.Nonlinear Least Squares -- 20.2.Splines -- 20.3.Generalized Additive Models -- 20.4.Decision Trees -- 20.5.Random Forests -- 20.6.Conclusion -- 21.Time Series and Autocorrelation -- 21.1.Autoregressive Moving Average -- 21.2.VAR -- 21.3.GARCH -- 21.4.Conclusion -- 22.Clustering -- 22.1.K-means -- 22.2.PAM -- 22.3.Hierarchical Clustering -- 22.4.Conclusion -- 23.Reproducibility, Reports and Slide Shows with knitr -- 23.1.Installing LATEX Program -- 23.2.LATEX Primer -- 23.3.Using knitr with LATEX -- 23.4.Markdown Tips -- 23.5.Using knitr and Markdown -- 23.6.pandoc -- 23.7.Conclusion -- 24.Building R Packages -- 24.1.Folder Structure -- 24.2.Package Files -- 24.3.Package Documentation -- 24.4.Checking, Building and Installing -- 24.5.Submitting to CRAN -- 24.6.C++ Code -- 24.7.Conclusion -- A.Real-Life Resources -- A.1.Meetups -- A.2.Stackoverflow -- A.3.Twitter -- A.4.Conferences -- A.5.Web Sites -- A.6.Documents -- A.7.Books -- A.8.Conclusion -- B.Glossary.
List(s) this item appears in: Data Analysis
Item type Current location Call number Status Date due Barcode Item holds
BOOK BOOK NCAR Library
Foothills Lab
QA76.73.R3 L36 2014 Checked out 10/01/2021 50583020005991
Total holds: 0

Includes bibliographical references and indexes.

Machine generated contents note: 1.Getting R -- 1.1.Downloading R -- 1.2.R Version -- 1.3.32-bit versus 64-bit -- 1.4.Installing -- 1.5.Revolution R Community Edition -- 1.6.Conclusion -- 2.The R Environment -- 2.1.Command Line Interface -- 2.2.RStudio -- 2.3.Revolution Analytics RPE -- 2.4.Conclusion -- 3.R Packages -- 3.1.Installing Packages -- 3.2.Loading Packages -- 3.3.Building a Package -- 3.4.Conclusion -- 4.Basics of R -- 4.1.Basic Math -- 4.2.Variables -- 4.3.Data Types -- 4.4.Vectors -- 4.5.Calling Functions -- 4.6.Function Documentation -- 4.7.Missing Data -- 4.8.Conclusion -- 5.Advanced Data Structures -- 5.1.data.frames -- 5.2.Lists -- 5.3.Matrices -- 5.4.Arrays -- 5.5.Conclusion -- 6.Reading Data into R -- 6.1.Reading CSVs -- 6.2.Excel Data -- 6.3.Reading from Databases -- 6.4.Data from Other Statistical Tools -- 6.5.R Binary Files -- 6.6.Data Included with R -- 6.7.Extract Data from Web Sites -- 6.8.Conclusion -- 7.Statistical Graphics -- 7.1.Base Graphics -- 7.2.ggplot2 -- 7.3.Conclusion -- 8.Writing R Functions -- 8.1.Hello, World! -- 8.2.Function Arguments -- 8.3.Return Values -- 8.4.do. call -- 8.5.Conclusion -- 9.Control Statements -- 9.1.If and else -- 9.2.switch -- 9.3.ifelse -- 9.4.Compound Tests -- 9.5.Conclusion -- 10.Loops, the Un-R Way to Iterate -- 10.1.For Loops -- 10.2.While Loops -- 10.3.Controlling Loops -- 10.4.Conclusion -- 11.Group Manipulation -- 11.1.Apply Family -- 11.2.aggregate -- 11.3.plyr -- 11.4.data.table -- 11.5.Conclusion -- 12.Data Reshaping -- 12.1.cbind and rbind -- 12.2.Joins -- 12.3.reshape2 -- 12.4.Conclusion -- 13.Manipulating Strings -- 13.1.paste -- 13.2.sprintf -- 13.3.Extracting Text -- 13.4.Regular Expressions -- 13.5.Conclusion -- 14.Probability Distributions -- 14.1.Normal Distribution -- 14.2.Binomial Distribution -- 14.3.Poisson Distribution -- 14.4.Other Distributions -- 14.5.Conclusion -- 15.Basic Statistics -- 15.1.Summary Statistics -- 15.2.Correlation and Covariance -- 15.3.T-Tests -- 15.4.ANOVA -- 15.5.Conclusion -- 16.Linear Models -- 16.1.Simple Linear Regression -- 16.2.Multiple Regression -- 16.3.Conclusion -- 17.Generalized Linear Models -- 17.1.Logistic Regression -- 17.2.Poisson Regression -- 17.3.Other Generalized Linear Models -- 17.4.Survival Analysis -- 17.5.Conclusion -- 18.Model Diagnostics -- 18.1.Residuals -- 18.2.Comparing Models -- 18.3.Cross-Validation -- 18.4.Bootstrap -- 18.5.Stepwise Variable Selection -- 18.6.Conclusion -- 19.Regularization and Shrinkage -- 19.1.Elastic Net -- 19.2.Bayesian Shrinkage -- 19.3.Conclusion -- 20.Nonlinear Models -- 20.1.Nonlinear Least Squares -- 20.2.Splines -- 20.3.Generalized Additive Models -- 20.4.Decision Trees -- 20.5.Random Forests -- 20.6.Conclusion -- 21.Time Series and Autocorrelation -- 21.1.Autoregressive Moving Average -- 21.2.VAR -- 21.3.GARCH -- 21.4.Conclusion -- 22.Clustering -- 22.1.K-means -- 22.2.PAM -- 22.3.Hierarchical Clustering -- 22.4.Conclusion -- 23.Reproducibility, Reports and Slide Shows with knitr -- 23.1.Installing LATEX Program -- 23.2.LATEX Primer -- 23.3.Using knitr with LATEX -- 23.4.Markdown Tips -- 23.5.Using knitr and Markdown -- 23.6.pandoc -- 23.7.Conclusion -- 24.Building R Packages -- 24.1.Folder Structure -- 24.2.Package Files -- 24.3.Package Documentation -- 24.4.Checking, Building and Installing -- 24.5.Submitting to CRAN -- 24.6.C++ Code -- 24.7.Conclusion -- A.Real-Life Resources -- A.1.Meetups -- A.2.Stackoverflow -- A.3.Twitter -- A.4.Conferences -- A.5.Web Sites -- A.6.Documents -- A.7.Books -- A.8.Conclusion -- B.Glossary.

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