Estimate significance of importance metrics for a Random Forest model by permuting the response variable. Produces null distribution of importance metrics for each predictor variable and p-value of observed. Provides summary and visualization functions for 'randomForest' results.
Version: | 2.5.5 |
Depends: | R (≥ 4.1.0) |
Imports: | abind (≥ 1.4), dplyr (≥ 1.0), ggplot2 (≥ 3.3), grDevices, gridExtra, methods, parallel, randomForest (≥ 4.6), rlang, scales, stats, swfscMisc (≥ 1.5), tibble (≥ 3.1), tidyr (≥ 1.1), utils |
Published: | 2025-06-10 |
DOI: | 10.32614/CRAN.package.rfPermute |
Author: | Eric Archer [aut, cre] |
Maintainer: | Eric Archer <eric.ivan.archer at gmail.com> |
BugReports: | https://github.com/SWFSC/rfPermute/issues |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://github.com/SWFSC/rfPermute |
NeedsCompilation: | no |
Materials: | README |
CRAN checks: | rfPermute results |
Reference manual: | rfPermute.pdf |
Package source: | rfPermute_2.5.5.tar.gz |
Windows binaries: | r-devel: not available, r-release: rfPermute_2.5.5.zip, r-oldrel: rfPermute_2.5.5.zip |
macOS binaries: | r-release (arm64): rfPermute_2.5.5.tgz, r-oldrel (arm64): rfPermute_2.5.5.tgz, r-release (x86_64): not available, r-oldrel (x86_64): not available |
Old sources: | rfPermute archive |
Reverse imports: | banter |
Please use the canonical form https://CRAN.R-project.org/package=rfPermute to link to this page.