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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: |
0.0.1 |
| 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 |
| Author: |
Max Kuhn  [aut,
cre],
Posit Software, PBC  [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:
Downloads:
Linking:
Please use the canonical form
https://CRAN.R-project.org/package=important
to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.