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: | 2.5.2 |
| Depends: | R (≥ 4.0.0) |
| Imports: | abind (≥ 1.4), dplyr (≥ 1.0), ggplot2 (≥ 3.3), grDevices, gridExtra, magrittr (≥ 2.0), methods, parallel, randomForest (≥ 4.6), rlang, scales, stats, swfscMisc (≥ 1.5), tibble (≥ 3.1), tidyr (≥ 1.1), utils |
| Published: | 2023-08-23 |
| DOI: | 10.32614/CRAN.package.rfPermute |
| Author: | Eric Archer [aut, cre] |
| Maintainer: | Eric Archer <eric.archer at noaa.gov> |
| BugReports: | https://github.com/EricArcher/rfPermute/issues |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| URL: | https://github.com/EricArcher/rfPermute |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | rfPermute results |
| Reference manual: | rfPermute.pdf |
| Package source: | rfPermute_2.5.2.tar.gz |
| Windows binaries: | r-devel: rfPermute_2.5.2.zip, r-release: rfPermute_2.5.2.zip, r-oldrel: rfPermute_2.5.2.zip |
| macOS binaries: | r-release (arm64): rfPermute_2.5.2.tgz, r-oldrel (arm64): rfPermute_2.5.2.tgz, r-release (x86_64): rfPermute_2.5.2.tgz, r-oldrel (x86_64): rfPermute_2.5.2.tgz |
| Old sources: | rfPermute archive |
| Reverse imports: | banter |
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