Package: Boruta 10.0.0

Miron Bartosz Kursa

Boruta: Wrapper Algorithm for All Relevant Feature Selection

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 (shadows).

Authors:Miron Bartosz Kursa [aut, cre], Witold Remigiusz Rudnicki [aut]

Boruta_10.0.0.tar.gz
Boruta_10.0.0.zip(r-4.7-any)Boruta_10.0.0.zip(r-4.6-any)Boruta_10.0.0.zip(r-4.5-any)
Boruta_10.0.0.tgz(r-4.6-any)Boruta_10.0.0.tgz(r-4.5-any)
Boruta_10.0.0.tar.gz(r-4.7-any)Boruta_10.0.0.tar.gz(r-4.6-any)
Boruta_10.0.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
Boruta/json (API)

# Install 'Boruta' in R:

install.packages('Boruta', repos = c('https://mbq.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://gitlab.com/mbq/boruta

Datasets:

srx - Small redundant XOR data

On CRAN:

9.83 score 5 packages 1.4k scripts 7.9k downloads 192 mentions 19 exports 1 dependencies

Last updated from:705c70e549. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel	OK	93
source / vignettes	OK	341
linux-release	OK	113
macos-release	OK	101
macos-oldrel	OK	109
windows-devel	OK	66
windows-release	OK	101
windows-oldrel	OK	70
wasm-release	OK	131

Exports:attStats Boruta conditionalTransdapter decohereTransdapter getConfirmedFormula getImpFerns getImpFruRaw getImpFruZ getImpLegacyRfGini getImpLegacyRfRaw getImpLegacyRfZ getImpRfGini getImpRfRaw getImpRfZ getNonRejectedFormula getSelectedAttributes imputeTransdapter plotImpHistory TentativeRoughFix

Dependencies:fru

Boruta for those in a hurry

Rendered frominahurry.Rnwusingutils::Sweave

Last update: 2026-04-26
Started: 2020-02-05

Importance transdapters

Rendered fromtransdapters.Rnwusingutils::Sweave

Last update: 2026-04-25
Started: 2022-11-07

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Extract attribute statistics	attStats
Feature selection with the Boruta algorithm	Boruta Boruta.default Boruta.formula
Conditional transdapter	conditionalTransdapter
Decohere transdapter	decohereTransdapter
Export Boruta result as a formula	getConfirmedFormula getNonRejectedFormula
Random Ferns importance	getImpFerns
Fru Random Forest importance adapters	getImFruRaw getImpFru getImpFruRaw getImpFruZ
randomForest importance adapters	getImpLegacyRf getImpLegacyRfGini getImpLegacyRfRaw getImpLegacyRfZ getLegacyImpRfRaw
Ranger Random Forest importance adapters	getImpRf getImpRfGini getImpRfRaw getImpRfZ
Extract names of the selected attributes	getSelectedAttributes
Impute transdapter	imputeTransdapter
Plot Boruta object	plot.Boruta
Plot Boruta object as importance history	plotImpHistory
Print Boruta object	print.Boruta
Small redundant XOR data	srx
Rough fix of Tentative attributes	TentativeRoughFix