varSelRF: Variable Selection using Random Forests
Version 0.7-5

Variable selection from random forests using both backwards variable elimination (for the selection of small sets of non-redundant variables) and selection based on the importance spectrum (somewhat similar to scree plots; for the selection of large, potentially highly-correlated variables). Main applications in high-dimensional data (e.g., microarray data, and other genomics and proteomics applications).

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AuthorRamon Diaz-Uriarte <rdiaz02@gmail.com>
Date of publication2014-12-14 12:13:58
MaintainerRamon Diaz-Uriarte <rdiaz02@gmail.com>
LicenseGPL (>= 2)
Version0.7-5
URL http://ligarto.org/rdiaz/Software/Software.html http://ligarto.org/rdiaz/Papers/rfVS/randomForestVarSel.html https://github.com/rdiaz02/varSelRF
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("varSelRF")

Man pages

plot.varSelRF: Plot a varSelRF object
plot.varSelRFBoot: plot a varSelRFBoot object
randomVarImpsRF: Variable importances from random forest on permuted class...
randomVarImpsRFplot: Plot random random variable importances
selProbPlot: Selection probability plot for variable importance from...
summary.varSelRFBoot: Summary of a varSelRFBoot object
varSelImpSpecRF: Variable selection using the "importance spectrum"
varSelRF: Variable selection from random forests using OOB error
varSelRFBoot: Bootstrap the variable selection procedure in varSelRF

Functions

boot.imp Source code
figureSummary.varSelRFBoot Source code
figureSummary2.varSelRFBoot Source code
plot.varSelRF Man page Source code
plot.varSelRFBoot Man page Source code
print.varSelRF Source code
print.varSelRFBoot Source code
randomVarImpsRF Man page Source code
randomVarImpsRFplot Man page Source code
selProbPlot Man page Source code
summary.varSelRFBoot Man page Source code
tableSummary.varSelRFBoot Source code
varSelImpSpecRF Man page Source code
varSelRF Man page Source code
varSelRFBoot Man page Source code

Files

NAMESPACE
R
R/varSelRF.R
README.md
MD5
DESCRIPTION
Changes
man
man/varSelRF.Rd
man/varSelImpSpecRF.Rd
man/selProbPlot.Rd
man/summary.varSelRFBoot.Rd
man/varSelRFBoot.Rd
man/randomVarImpsRF.Rd
man/plot.varSelRFBoot.Rd
man/randomVarImpsRFplot.Rd
man/plot.varSelRF.Rd
varSelRF documentation built on May 20, 2017, 5:43 a.m.