care swMATH ID: 19441 Software Authors: Verena Zuber, Korbinian Strimmer Description: R package care. High-Dimensional Regression and CAR Score Variable Selection. Implements the regression approach of Zuber and Strimmer (2011) ”High-dimensional regression and variable selection using CAR scores” SAGMB 10: 34, <<a href=”http://dx.doi.org/10.2202/1544-6115.1730”>doi:10.2202/1544-6115.1730</a>>. CAR scores measure the correlation between the response and the Mahalanobis-decorrelated predictors. The squared CAR score is a natural measure of variable importance and provides a canonical ordering of variables. This package provides functions for estimating CAR scores, for variable selection using CAR scores, and for estimating corresponding regression coefficients. Both shrinkage as well as empirical estimators are available. Homepage: https://cran.r-project.org/web/packages/care/index.html Source Code: https://github.com/cran/care Dependencies: R Keywords: CRAN; R package; High-Dimensional Regression; variable selection; CAR Score; Zuber and Strimmer Related Software: R; glmnet; relaimpo; ElemStatLearn; SmartPLS; EMVS; BayesReg; Brq; pi-MASS; EBglmnet; Monomvn; gclus; regRSM; doParallel; Rmpi; foreach; caret; UCI-ml; lemma; GWAsimulator Cited in: 7 Publications Further Publications: http://strimmerlab.org/software/care/ Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year High-dimensional regression and variable selection using CAR scores. Zbl 1296.92082Zuber, Verena; Strimmer, Korbinian 2011 all top 5 Cited by 17 Authors 1 Arbeiter, Maximilian 1 Crager, Michael R. 1 de Carvalho Barreto, Ikaro Daniel 1 Dore, Luiz Henrique 1 Furmańczyk, Konrad 1 Gevertz, Jana L. 1 Kłopotek, Robert Albert 1 Mielniczuk, Jan 1 Pilz, Jürgen 1 Posch, Konstantin 1 Rejchel, Wojciech 1 Stošić, Borko D. 1 Stošić, Tatijana 1 Strimmer, Korbinian 1 Teisseyre, Paweł 1 Wang, Chamont W. H. 1 Zuber, Verena all top 5 Cited in 6 Serials 2 Statistical Applications in Genetics and Molecular Biology 1 Physica A 1 Statistics 1 Computational Statistics 1 Computational Statistics and Data Analysis 1 Lifetime Data Analysis Cited in 3 Fields 5 Statistics (62-XX) 3 Biology and other natural sciences (92-XX) 1 Statistical mechanics, structure of matter (82-XX) Citations by Year