RFgroove: Importance Measure and Selection for Groups of Variables with Random Forests
Version 1.1

Variable selection tools for groups of variables and functional data based on a new grouped variable importance with random forests.

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AuthorBaptiste Gregorutti
Date of publication2016-03-17 13:20:10
MaintainerBaptiste Gregorutti <baptiste.gregorutti@safety-line.fr>
LicenseGPL (>= 2.0)
Version1.1
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("RFgroove")

Man pages

fpca: Functional Principal Component Analysis
hardThresholding: Wavelets hard-thresholding rule for independents processes
plot.fRFE: Plot function for object of class fRFE
plot.importance: Plot function for object of class importance
print.fRFE: Print function for object of class fRFE
projectWavelet: Projection in a wavelet basis
RFgroove-package: Importance Measure and Selection for Groups of Variables with...
selectFunctional: Grouped variable selection procedure for functional data
selectGroup: Grouped variable selection procedure
selectLevel: Wavelet levels selection procedure
summary.fRFE: Summary function for object of class fRFE
toyClassif: A toy data of classification
toyReg: A toy data of regression
toyRegFD: A functional dataset for regression
varImpGroup: A grouped variable importance with Random Forests

Functions

RFgroove Man page
RFgroove-package Man page
extractIndexes Source code
extractIndexesSub Source code
extractMember Source code
fpca Man page Source code
hardThresholding Man page Source code
onLoad Source code
plot.fRFE Man page Source code
plot.importance Man page Source code
print.fRFE Man page Source code
projectWavelet Man page Source code
reconstructSignal Source code
selectFunctional Man page Source code
selectGroup Man page Source code
selectLevel Man page Source code
summary.fRFE Man page Source code
toyClassif Man page
toyReg Man page
toyRegFD Man page
varImpGroup Man page Source code
vectorizeWavelets Source code

Files

src
src/RFGroupImp.c
NAMESPACE
data
data/toyClassif.rda
data/toyRegFD.rda
data/toyReg.rda
data/datalist
R
R/plot.fRFE.R
R/varImpGroup.R
R/fpca.R
R/selectGroup.R
R/plot.importance.R
R/selectFunctional.R
R/print.fRFE.R
R/selectLevel.R
R/projectWavelet.R
R/summary.fRFE.R
R/hardThresholding.R
R/zzz.R
R/RFgroove-internal.R
MD5
DESCRIPTION
man
man/toyReg.Rd
man/selectGroup.Rd
man/selectLevel.Rd
man/fpca.Rd
man/plot.importance.Rd
man/hardThresholding.Rd
man/toyRegFD.Rd
man/plot.fRFE.Rd
man/toyClassif.Rd
man/varImpGroup.Rd
man/print.fRFE.Rd
man/selectFunctional.Rd
man/summary.fRFE.Rd
man/projectWavelet.Rd
man/RFgroove-package.Rd
RFgroove documentation built on May 19, 2017, 9:02 p.m.