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).
| Version: | 9.0.0 |
| Imports: | ranger |
| Suggests: | mlbench, rFerns, randomForest, testthat, xgboost, survival |
| Published: | 2025-07-22 |
| DOI: | 10.32614/CRAN.package.Boruta |
| Author: | Miron Bartosz Kursa
 [aut, cre],
Witold Remigiusz Rudnicki [aut] |
| Maintainer: | Miron Bartosz Kursa <M.Kursa at icm.edu.pl> |
| BugReports: | https://gitlab.com/mbq/Boruta/-/issues |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| URL: | https://gitlab.com/mbq/Boruta/ |
| NeedsCompilation: | no |
| Citation: | Boruta citation info |
| Materials: | NEWS |
| In views: | MachineLearning |
| CRAN checks: | Boruta results |
Documentation:
| Reference manual: | Boruta.html , Boruta.pdf |
| Vignettes: |
Boruta for those in a hurry (source, R code) Importance transdapters (source, R code) |
Downloads:
| Package source: | Boruta_9.0.0.tar.gz |
| Windows binaries: | r-devel: Boruta_9.0.0.zip, r-release: Boruta_9.0.0.zip, r-oldrel: Boruta_9.0.0.zip |
| macOS binaries: | r-release (arm64): Boruta_9.0.0.tgz, r-oldrel (arm64): Boruta_9.0.0.tgz, r-release (x86_64): Boruta_9.0.0.tgz, r-oldrel (x86_64): Boruta_9.0.0.tgz |
| Old sources: | Boruta archive |
Reverse dependencies:
| Reverse imports: | CompositionalML, HDStIM, MSclassifR, multiclassPairs, SISIR |
| Reverse suggests: | finnts, fuseMLR, mlr3filters, nestedcv |
Linking:
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