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important: Supervised Feature Selection

Interfaces for choosing important predictors in supervised regression, classification, and censored regression models. Permuted importance scores (Biecek and Burzykowski (2021) <doi:10.1201/9780429027192>) can be computed for 'tidymodels' model fits.

Version:0.2.1
Depends:R (≥ 4.1.0),recipes (≥ 1.1.0)
Imports:cli,desirability2 (≥ 0.2.0),dplyr,filtro (≥ 0.2.0),generics,ggplot2,hardhat (≥ 1.4.1),purrr,rlang (≥ 1.1.0),S7,tibble,tidyr,tune,vctrs,withr,workflows
Suggests:censored,future,future.apply,mirai,modeldata,parsnip,ranger,spelling,survival,testthat (≥ 3.0.0),yardstick
Published:2025-10-06
DOI:10.32614/CRAN.package.important
Author:Max KuhnORCID iD [aut, cre], Posit Software, PBCROR ID [cph, fnd]
Maintainer:Max Kuhn <max at posit.co>
BugReports:https://github.com/tidymodels/important/issues
License:MIT + fileLICENSE
URL:https://important.tidymodels.org/,https://github.com/tidymodels/important
NeedsCompilation:no
Language:en-US
Materials:README,NEWS
CRAN checks:important results

Documentation:

Reference manual:important.html ,important.pdf

Downloads:

Package source: important_0.2.1.tar.gz
Windows binaries: r-devel:important_0.2.1.zip, r-release:important_0.2.1.zip, r-oldrel:important_0.2.1.zip
macOS binaries: r-release (arm64):important_0.2.1.tgz, r-oldrel (arm64):important_0.2.1.tgz, r-release (x86_64):important_0.2.1.tgz, r-oldrel (x86_64):important_0.2.1.tgz
Old sources: important archive

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=importantto link to this page.


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