faraway swMATH ID: 4357 Software Authors: Faraway, Julian J. Description: Extending the linear model with R. Generalized linear, mixed effects and nonparametric regression models. Linear models are central to the practice of statistics and form the foundation of a vast range of statistical methodologies. Julian J. Faraway’s critically acclaimed Linear Models with R examined regression and analysis of variance, demonstrated the different methods available, and showed in which situations each one applies.par Following in those footsteps, Extending the Linear Model with R surveys the techniques that grow from the regression model, presenting three extensions to that framework: generalized linear models (GLMs), mixed effect models, and nonparametric regression models. The author’s treatment is thoroughly modern and covers topics that include GLM diagnostics, generalized linear mixed models, trees, and even the use of neural networks in statistics. To demonstrate the interplay of theory and practice, throughout the book the author weaves the use of the R software environment to analyze the data of real examples, providing all of the R commands necessary to reproduce the analyses. A supporting Web site at www.stat.lsa.umich.edu/ faraway/ELM holds all of the data described in the book.par Statisticians need to be familiar with a broad range of ideas and techniques. This book provides a well-stocked toolbox of methodologies, and with its unique presentation of these very modern statistical techniques, holds the potential to break new ground in the way graduate-level courses in this area are taught. Homepage: http://cran.r-project.org/web/packages/faraway/ Source Code: https://github.com/cran/faraway Dependencies: R (≥ 2.10) Keywords: generalized linear models; mixed effect model; nonparametric regression model; R software Related Software: R; MASS (R); car; MEMSS; KernSmooth; S-PLUS; mclust; CRAN; lme4; Flury; PGMM; QRM; fda.usc; gamair; nlme; RStudio; maps; shiny; xtable; Rcpp Cited in: 24 Publications all top 5 Cited by 57 Authors 2 Faraway, Julian J. 2 McNicholas, Paul D. 1 Anderes, Ethan B. 1 Ardalan, Alireza A. 1 Arnholt, Alan T. 1 Baumer, Benjamin S. 1 Boj, Eva 1 Bonat, Wagner Hugo 1 Caballé, Adrià 1 Cambon, Alex 1 Delicado, Pedro F. 1 Denker, Manfred 1 Drton, Mathias 1 Du, Xiao Fang 1 Esteve, Anna 1 Facca, Tina 1 Fortiana, Josep 1 Frees, Edward W. 1 Gondro, Cedric 1 Grilli, Leonardo 1 Gross, Elizabeth 1 Horton, Nicholas J. 1 Kaplan, Daniel T. 1 Klar, Bernhard 1 Kong, Maiying 1 Leung, Stephen C. H. 1 Lin, Ge 1 López-De-Ullibarri, Ignacio 1 Lunardon, Nicola 1 Manjunath, B. G. 1 Meintanis, Simos G. 1 Meneses, Antonio 1 Militino, Ana Fernández 1 Morris, Katherine 1 Naya, Salvador 1 Nematollahi, A. R. 1 Petrović, Sonja 1 Pilz, Jürgen 1 Ramaiah, Suresh 1 Rampichini, Carla 1 Rasch, Dieter 1 Reshi, J. A. 1 Rosenberg, Marjorie A. 1 Sadooghi-Alvandi, Soltan Mohammad 1 Salmaso, Luigi 1 Samuh, Monjed Hisham 1 Stein, Michael L. 1 Sun, Jiafeng 1 Taconeli, Cesar Augusto 1 Tarrío-Saavedra, Javier 1 Tattar, Prabhanjan Narayanachar 1 Ugarte, Maria Dolores 1 Verdooren, Rob 1 Wei, Yuhong 1 Zhang, Jinlong 1 Zhang, Jinting 1 Zhang, Tonglin all top 5 Cited in 14 Serials 3 Communications in Statistics. Theory and Methods 3 Chapman & Hall/CRC Texts in Statistical Science Series 2 Computational Statistics 2 Computational Statistics and Data Analysis 1 International Journal of Systems Science 1 Journal of Multivariate Analysis 1 Insurance Mathematics & Economics 1 Probability and Mathematical Statistics 1 Test 1 Statistica Sinica 1 Revista Investigación Operacional 1 Advances in Data Analysis and Classification. ADAC 1 Electronic Journal of Statistics 1 Use R! all top 5 Cited in 7 Fields 20 Statistics (62-XX) 2 Probability theory and stochastic processes (60-XX) 2 Numerical analysis (65-XX) 1 Computer science (68-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Biology and other natural sciences (92-XX) 1 Systems theory; control (93-XX) Citations by Year