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

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

Author
Baptiste Gregorutti
Date of publication
2016-03-17 13:20:10
Maintainer
Baptiste Gregorutti <baptiste.gregorutti@safety-line.fr>
License
GPL (>= 2.0)
Version
1.1

View on CRAN

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

Files in this package

RFgroove
RFgroove/src
RFgroove/src/RFGroupImp.c
RFgroove/NAMESPACE
RFgroove/data
RFgroove/data/toyClassif.rda
RFgroove/data/toyRegFD.rda
RFgroove/data/toyReg.rda
RFgroove/data/datalist
RFgroove/R
RFgroove/R/plot.fRFE.R
RFgroove/R/varImpGroup.R
RFgroove/R/fpca.R
RFgroove/R/selectGroup.R
RFgroove/R/plot.importance.R
RFgroove/R/selectFunctional.R
RFgroove/R/print.fRFE.R
RFgroove/R/selectLevel.R
RFgroove/R/projectWavelet.R
RFgroove/R/summary.fRFE.R
RFgroove/R/hardThresholding.R
RFgroove/R/zzz.R
RFgroove/R/RFgroove-internal.R
RFgroove/MD5
RFgroove/DESCRIPTION
RFgroove/man
RFgroove/man/toyReg.Rd
RFgroove/man/selectGroup.Rd
RFgroove/man/selectLevel.Rd
RFgroove/man/fpca.Rd
RFgroove/man/plot.importance.Rd
RFgroove/man/hardThresholding.Rd
RFgroove/man/toyRegFD.Rd
RFgroove/man/plot.fRFE.Rd
RFgroove/man/toyClassif.Rd
RFgroove/man/varImpGroup.Rd
RFgroove/man/print.fRFE.Rd
RFgroove/man/selectFunctional.Rd
RFgroove/man/summary.fRFE.Rd
RFgroove/man/projectWavelet.Rd
RFgroove/man/RFgroove-package.Rd