care: High-Dimensional Regression and CAR Score Variable Selection
Version 1.1.10

Implements the regression approach of Zuber and Strimmer (2011) "High-dimensional regression and variable selection using CAR scores" SAGMB 10: 34, . 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.

AuthorVerena Zuber and Korbinian Strimmer.
Date of publication2017-03-29 17:43:14 UTC
MaintainerKorbinian Strimmer <strimmerlab@gmail.com>
LicenseGPL (>= 3)
Version1.1.10
URL http://strimmerlab.org/software/care/
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("care")

Popular man pages

care-internal: Internal care Functions
care.package: The care Package
carscore: Estimate CAR Scores and Marginal Correlations
efron2004: Diabetes Data from Efron et al. (2004)
lu2004: Brain Aging Study of Lu et al. (2004)
slm: Shrinkage Estimation of Regression Coefficients
See all...

All man pages Function index File listing

Man pages

care-internal: Internal care Functions
care.package: The care Package
carscore: Estimate CAR Scores and Marginal Correlations
efron2004: Diabetes Data from Efron et al. (2004)
lu2004: Brain Aging Study of Lu et al. (2004)
slm: Shrinkage Estimation of Regression Coefficients

Functions

care-internal Man page
care-package Man page
carscore Man page Source code
efron2004 Man page
lu2004 Man page
make.predlist Man page Source code
predict.slm Man page Source code
slm Man page Source code
slm.internal Source code

Files

inst
inst/doc
inst/doc/index.html
inst/doc/brain.R
inst/doc/diabetes.R
NAMESPACE
NEWS
data
data/lu2004.rda
data/efron2004.rda
R
R/slm.R
R/carscore.R
R/predict.slm.R
MD5
DESCRIPTION
man
man/care.package.Rd
man/carscore.Rd
man/efron2004.Rd
man/slm.Rd
man/care-internal.Rd
man/lu2004.Rd
care documentation built on May 19, 2017, 2:07 p.m.

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