Type: Package
Package: mlr3fairness
Title: Fairness Auditing and Debiasing for 'mlr3'
Version: 0.4.0
Authors@R: c(
    person("Florian", "Pfisterer", , "pfistererf@googlemail.com", role = c("cre", "aut"),
           comment = c(ORCID = "0000-0001-8867-762X")),
    person("Wei", "Siyi", , "weisiyi2@gmail.com", role = "aut"),
    person("Michel", "Lang", , "michellang@gmail.com", role = "aut",
           comment = c(ORCID = "0000-0001-9754-0393"))
  )
Description: Integrates fairness auditing and bias mitigation methods for
    the 'mlr3' ecosystem.  This includes fairness metrics, reporting
    tools, visualizations and bias mitigation techniques such as
    "Reweighing" described in 'Kamiran, Calders' (2012)
    <doi:10.1007/s10115-011-0463-8> and "Equalized Odds" described in
    'Hardt et al.' (2016)
    <https://papers.nips.cc/paper/2016/file/9d2682367c3935defcb1f9e247a97c0d-Paper.pdf>.
    Integration with 'mlr3' allows for auditing of ML models as well as
    convenient joint tuning of machine learning algorithms and debiasing
    methods.
License: LGPL-3
URL: https://mlr3fairness.mlr-org.com,
        https://github.com/mlr-org/mlr3fairness
BugReports: https://github.com/mlr-org/mlr3fairness/issues
Depends: R (>= 3.4.0)
Imports: checkmate, data.table (>= 1.13.6), ggplot2, mlr3 (>=
        0.23.0.9000), mlr3learners, mlr3measures, mlr3misc,
        mlr3pipelines, paradox, R6 (>= 2.4.1), rlang
Suggests: cccp, CVXR, pagedown, fairml, future, iml, kableExtra, knitr,
        linprog, lgr, mlr3viz, patchwork, ranger, rmarkdown, rpart,
        testthat (>= 3.1.0)
VignetteBuilder: knitr
Config/testthat/edition: 3
Config/testthat/parallel: false
Encoding: UTF-8
LazyData: true
RoxygenNote: 7.3.2
NeedsCompilation: no
Packaged: 2025-06-24 11:57:20 UTC; flo
Author: Florian Pfisterer [cre, aut] (ORCID:
    <https://orcid.org/0000-0001-8867-762X>),
  Wei Siyi [aut],
  Michel Lang [aut] (ORCID: <https://orcid.org/0000-0001-9754-0393>)
Maintainer: Florian Pfisterer <pfistererf@googlemail.com>
Repository: CRAN
Date/Publication: 2025-06-24 12:40:02 UTC
Built: R 4.6.0; ; 2026-04-28 19:31:11 UTC; unix
