Type: Package
Package: iml
Title: Interpretable Machine Learning
Version: 0.11.4
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
Repository: https://giuseppec.r-universe.dev
Date/Publication: 2025-02-24 12:15:23 UTC
RemoteUrl: https://github.com/giuseppec/iml
RemoteRef: HEAD
RemoteSha: 4818c8f81dea2e76318857fbc3d50bc78cdd22f6
NeedsCompilation: no
Packaged: 2026-06-16 08:32:24 UTC; root
Author: Giuseppe Casalicchio [aut, cre],
  Christoph Molnar [aut],
  Patrick Schratz [aut] (ORCID: <https://orcid.org/0000-0003-0748-6624>)