DESCRIPTION

Type: Package
Package: iml
Title: Interpretable Machine Learning
Version: 0.11.3
Authors@R: c(
    person("Giuseppe", "Casalicchio", , "giuseppe.casalicchio@lmu.de", role = c("aut", "cre")),
    person("Christoph", "Molnar", , "christoph.molnar@gmail.com", role = c("aut")),
    person("Patrick", "Schratz", , "patrick.schratz@gmail.com", role = "aut",
           comment = c(ORCID = "0000-0003-0748-6624"))
  )
Maintainer: Giuseppe Casalicchio <giuseppe.casalicchio@lmu.de>
Description: Interpretability methods to analyze the behavior and
    predictions of any machine learning model.  Implemented methods are:
    Feature importance described by Fisher et al. (2018)
    <doi:10.48550/arxiv.1801.01489>, accumulated local effects plots described by Apley
    (2018) <doi:10.48550/arxiv.1612.08468>, partial dependence plots described by
    Friedman (2001) <www.jstor.org/stable/2699986>, individual conditional
    expectation ('ice') plots described by Goldstein et al.  (2013)
    <doi:10.1080/10618600.2014.907095>, local models (variant of 'lime')
    described by Ribeiro et. al (2016) <doi:10.48550/arXiv.1602.04938>, the Shapley
    Value described by Strumbelj et. al (2014)
    <doi:10.1007/s10115-013-0679-x>, feature interactions described by
    Friedman et. al <doi:10.1214/07-AOAS148> and tree surrogate models.
License: MIT + file LICENSE
URL: https://giuseppec.github.io/iml/, https://github.com/giuseppec/iml/
BugReports: https://github.com/giuseppec/iml/issues
Imports:
    checkmate,
    data.table,
    Formula,
    future,
    future.apply,
    ggplot2,
    Metrics,
    R6
Suggests:
    ALEPlot,
    bench,
    bit64,
    caret,
    covr,
    e1071,
    future.callr,
    glmnet,
    gower,
    h2o,
    keras (>= 2.2.5.0),
    knitr,
    MASS,
    mlr,
    mlr3,
    party,
    partykit,
    patchwork,
    randomForest,
    ranger,
    rmarkdown,
    rpart,
    testthat,
    yaImpute
VignetteBuilder:
    knitr
Config/testthat/edition: 3
Config/testthat/parallel: true
Encoding: UTF-8
Roxygen: list(markdown = TRUE, r6 = TRUE)
RoxygenNote: 7.3.2