Package: fairmodels
Type: Package
Title: Flexible Tool for Bias Detection, Visualization, and Mitigation
Version: 1.2.2
Authors@R: 
    c(person("Jakub", "Wiśniewski", role = c("aut", "cre"),
             email = "jakwisn@gmail.com"),
      person("Przemysław", "Biecek", role = c("aut"), 
             comment = c(ORCID = "0000-0001-8423-1823")))
Description: Measure fairness metrics in one place for many models.
        Check how big is model's bias towards different races, sex,
        nationalities etc. Use measures such as Statistical Parity,
        Equal odds to detect the discrimination against unprivileged
        groups. Visualize the bias using heatmap, radar plot, biplot,
        bar chart (and more!). There are various pre-processing and
        post-processing bias mitigation algorithms implemented. Package
        also supports calculating fairness metrics for regression
        models. Find more details in (Wiśniewski, Biecek (2021))
        <arXiv:2104.00507>.
License: GPL-3
Encoding: UTF-8
LazyData: true
Depends: R (>= 3.5)
Imports: DALEX, ggplot2, scales, stats, patchwork,
Suggests: ranger, gbm, knitr, rmarkdown, covr, testthat, spelling,
        ggdendro, ggrepel,
RoxygenNote: 7.3.3
VignetteBuilder: knitr
URL: https://fairmodels.drwhy.ai/
BugReports: https://github.com/ModelOriented/fairmodels/issues
Language: en-US
Repository: https://modeloriented.r-universe.dev
Date/Publication: 2025-10-31 18:23:08 UTC
RemoteUrl: https://github.com/modeloriented/fairmodels
RemoteRef: HEAD
RemoteSha: eec70286244aef15ba17bd1af45abcc4f19fd326
NeedsCompilation: no
Packaged: 2026-07-15 13:34:59 UTC; root
Author: Jakub Wiśniewski [aut, cre],
  Przemysław Biecek [aut] (ORCID:
    <https://orcid.org/0000-0001-8423-1823>)
Maintainer: Jakub Wiśniewski <jakwisn@gmail.com>