Package: Boruta 8.0.0

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_8.0.0.tar.gz
Boruta_8.0.0.tar.gz(r-4.5-noble)Boruta_8.0.0.tar.gz(r-4.4-noble)
Boruta_8.0.0.tgz(r-4.4-emscripten)Boruta_8.0.0.tgz(r-4.3-emscripten)
Boruta.pdf |Boruta.html✨
Boruta/json (API)
NEWS

# Install 'Boruta' in R:

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

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

Datasets:

srx - Small redundant XOR data

8.17 score 7 stars 4 packages 1.4k scripts 6.3k downloads 192 mentions 21 exports 5 dependencies

Last updated 2 years agofrom:f9542014ba. Checks:OK: 1 NOTE: 1. Indexed: yes.

Target	Result	Date
Doc / Vignettes	OK	Dec 19 2024
R-4.5-linux	NOTE	Dec 19 2024

Exports:attStats Boruta conditionalTransdapter decohereTransdapter getConfirmedFormula getImpExtraGini getImpExtraRaw getImpExtraZ getImpFerns getImpLegacyRfGini getImpLegacyRfRaw getImpLegacyRfZ getImpRfGini getImpRfRaw getImpRfZ getImpXgboost getNonRejectedFormula getSelectedAttributes imputeTransdapter plotImpHistory TentativeRoughFix

Dependencies:lattice Matrix ranger Rcpp RcppEigen

Boruta for those in a hurry

Rendered frominahurry.Rnwusingutils::Sweaveon Dec 19 2024.

Last update: 2022-11-12
Started: 2018-07-17

Importance transdapters

Rendered fromtransdapters.Rnwusingutils::Sweaveon Dec 19 2024.

Last update: 2022-11-12
Started: 2022-11-12

Citation

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
ranger Extra-trees importance adapters	getImpExtra getImpExtraGini getImpExtraRaw getImpExtraZ
Random Ferns importance	getImpFerns
randomForest importance adapters	getImpLegacyRf getImpLegacyRfGini getImpLegacyRfRaw getImpLegacyRfZ getLegacyImpRfRaw
ranger Random Forest importance adapters	getImpRf getImpRfGini getImpRfRaw getImpRfZ
Xgboost importance	getImpXgboost
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