A general framework for constructing variable importance plots from various types of machine learning models in R. Aside from some standard model- specific variable importance measures, this package also provides model- agnostic approaches that can be applied to any supervised learning algorithm. These include 1) an efficient permutation-based variable importance measure, 2) variable importance based on Shapley values (Strumbelj and Kononenko, 2014) <doi:10.1007/s10115-013-0679-x>, and 3) the variance-based approach described in Greenwell et al. (2018) <doi:10.48550/arXiv.1805.04755>. A variance-based method for quantifying the relative strength of interaction effects is also included (see the previous reference for details).
Version: | 0.4.1 |
Depends: | R (≥ 4.1.0) |
Imports: | foreach, ggplot2 (≥ 0.9.0), stats, tibble, utils, yardstick |
Suggests: | bookdown, DT, covr, doParallel, dplyr, fastshap (≥ 0.1.0), knitr, lattice, mlbench, modeldata, NeuralNetTools, pdp, rmarkdown, tinytest (≥ 1.4.1), varImp |
Enhances: | C50, caret, Cubist, earth, gbm, glmnet, h2o, lightgbm, mixOmics, mlr, mlr3, neuralnet, nnet, parsnip (≥ 0.1.7), party, partykit, pls, randomForest, ranger, rpart, RSNNS, sparklyr (≥ 0.8.0), tidymodels, workflows (≥ 0.2.3), xgboost |
Published: | 2023-08-21 |
DOI: | 10.32614/CRAN.package.vip |
Author: | Brandon M. Greenwell [aut, cre], Brad Boehmke [aut] |
Maintainer: | Brandon M. Greenwell <greenwell.brandon at gmail.com> |
BugReports: | https://github.com/koalaverse/vip/issues |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://github.com/koalaverse/vip/, https://koalaverse.github.io/vip/ |
NeedsCompilation: | no |
Citation: | vip citation info |
Materials: | README NEWS |
CRAN checks: | vip results |
Reference manual: | vip.pdf |
Vignettes: |
vip |
Package source: | vip_0.4.1.tar.gz |
Windows binaries: | r-devel: vip_0.4.1.zip, r-release: vip_0.4.1.zip, r-oldrel: vip_0.4.1.zip |
macOS binaries: | r-release (arm64): vip_0.4.1.tgz, r-oldrel (arm64): vip_0.4.1.tgz, r-release (x86_64): vip_0.4.1.tgz, r-oldrel (x86_64): vip_0.4.1.tgz |
Old sources: | vip archive |
Reverse imports: | flowml, moreparty, prettyglm, radiant.model |
Reverse suggests: | easyalluvial, ENMTools, finnts, gbm, pdp, tabnet, vivid, waywiser |
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