Boruta: Wrapper Algorithm for All Relevant Feature Selection
Version 5.2.0

An all relevant feature selection wrapper algorithm. It finds relevant features by comparing original attributes' importance with importance achievable at random, estimated using their permuted copies.

Browse man pages Browse package API and functions Browse package files

AuthorMiron Bartosz Kursa [aut, cre], Witold Remigiusz Rudnicki [aut]
Date of publication2017-01-27 10:17:32
MaintainerMiron Bartosz Kursa <M.Kursa@icm.edu.pl>
LicenseGPL (>= 2)
Version5.2.0
URL https://m2.icm.edu.pl/boruta/
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("Boruta")

Man pages

attStats: Extract attribute statistics
Boruta: Feature selection with the Boruta algorithm
getFormulae: Export Boruta result as a formula
getImpFerns: Random Ferns importance
getImpLegacyRf: randomForest importance adapters
getImpRf: ranger Random Forest importance adapters
getSelectedAttributes: Extract names of the selected attributes
plot.Boruta: Plot Boruta object
plotImpHistory: Plot Boruta object as importance history
print.Boruta: Print Boruta object
TentativeRoughFix: Rough fix of Tentative attributes

Functions

Boruta Man page Source code
Boruta.default Man page Source code
Boruta.formula Man page Source code
TentativeRoughFix Man page Source code
attListPrettyPrint Source code
attStats Man page Source code
generateCol Source code
getConfirmedFormula Man page Source code
getImpFerns Man page Source code
getImpLegacyRf Man page
getImpLegacyRfGini Man page Source code
getImpLegacyRfRaw Man page Source code
getImpLegacyRfZ Man page Source code
getImpRf Man page
getImpRfGini Man page Source code
getImpRfRaw Man page Source code
getImpRfZ Man page Source code
getLegacyImpRfRaw Man page
getNonRejectedFormula Man page Source code
getSelectedAttributes Man page Source code
plot.Boruta Man page Source code
plotImpHistory Man page Source code
print.Boruta Man page Source code

Files

inst
inst/CITATION
inst/NEWS
NAMESPACE
R
R/Boruta.R
R/tools.R
R/importance.R
MD5
DESCRIPTION
man
man/getSelectedAttributes.Rd
man/plot.Boruta.Rd
man/TentativeRoughFix.Rd
man/attStats.Rd
man/plotImpHistory.Rd
man/Boruta.Rd
man/getFormulae.Rd
man/getImpLegacyRf.Rd
man/getImpRf.Rd
man/getImpFerns.Rd
man/print.Boruta.Rd
Boruta documentation built on May 19, 2017, 2:13 p.m.