Package: vip
Type: Package
Title: Variable Importance Plots
Version: 0.3.2
Authors@R: c(
  person("Brandon", "Greenwell", 
          email = "greenwell.brandon@gmail.com",
          role = c("aut", "cre"), 
          comment = c(ORCID = "0000-0002-8120-0084")),
  person("Brad", "Boehmke",
         email = "bradleyboehmke@gmail.com",
         role = c("aut"),
         comment = c(ORCID = "0000-0002-3611-8516")),
  person("Bernie", "Gray",
         email = "bfgray3@gmail.com",
         role = c("aut"),
         comment = c(ORCID = "0000-0001-9190-6032"))
  )
Description: 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) <arXiv:1805.04755>. A 
  variance-based method for quantifying the relative strength of interaction 
  effects is also included (see the previous reference for details).
License: GPL (>= 2)
URL: https://github.com/koalaverse/vip/
BugReports: https://github.com/koalaverse/vip/issues
Encoding: UTF-8
VignetteBuilder: knitr
LazyData: true
Imports: ggplot2 (>= 0.9.0), gridExtra, magrittr, plyr, stats, tibble,
        utils
Suggests: DT, C50, caret, Ckmeans.1d.dp, covr, Cubist, doParallel,
        dplyr, earth, fastshap, gbm, glmnet, h2o, htmlwidgets, keras,
        knitr, lattice, mlbench, mlr, mlr3, neuralnet, NeuralNetTools,
        nnet, parsnip, party, partykit, pdp, pls, randomForest, ranger,
        rmarkdown, rpart, RSNNS, sparkline, sparklyr (>= 0.8.0),
        tinytest, varImp, xgboost
RoxygenNote: 7.1.1
NeedsCompilation: no
Packaged: 2020-12-17 15:29:07 UTC; Brandon
Author: Brandon Greenwell [aut, cre] (<https://orcid.org/0000-0002-8120-0084>),
  Brad Boehmke [aut] (<https://orcid.org/0000-0002-3611-8516>),
  Bernie Gray [aut] (<https://orcid.org/0000-0001-9190-6032>)
Maintainer: Brandon Greenwell <greenwell.brandon@gmail.com>
Repository: CRAN
Date/Publication: 2020-12-17 16:20:02 UTC
Built: R 4.0.5; ; 2022-04-18 03:55:39 UTC; windows
