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: 0.0.1
Depends: R (≥ 4.1.0)
Imports: cli, dplyr, generics, ggplot2, hardhat (≥ 1.4.1), purrr, rlang, tibble, tidyr, tune, vctrs, withr, workflows
Suggests: censored, future, future.apply, mirai, modeldata, parsnip, recipes, spelling, survival, testthat (≥ 3.0.0), yardstick
Published: 2025-08-20
DOI: 10.32614/CRAN.package.important
Author: Max Kuhn ORCID iD [aut, cre], Posit Software, PBC ROR ID [cph, fnd]
Maintainer: Max Kuhn <max at posit.co>
BugReports: https://github.com/tidymodels/important/issues
License: MIT + file LICENSE
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_0.0.1.tar.gz
Windows binaries: r-devel: important_0.0.1.zip, r-release: not available, r-oldrel: not available
macOS binaries: r-release (arm64): not available, r-oldrel (arm64): not available, r-release (x86_64): important_0.0.1.tgz, r-oldrel (x86_64): important_0.0.1.tgz

Linking:

Please use the canonical form https://CRAN.R-project.org/package=important to link to this page.