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fairmodels: Flexible Tool for Bias Detection, Visualization, and Mitigation

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)) <doi:10.48550/arXiv.2104.00507>.

Version: 1.2.1
Depends: R (≥ 3.5)
Imports: DALEX, ggplot2, scales, stats, patchwork
Suggests: ranger, gbm, knitr, rmarkdown, covr, testthat, spelling, ggdendro, ggrepel
Published: 2022-08-23
DOI: 10.32614/CRAN.package.fairmodels
Author: Jakub Wiśniewski [aut, cre], Przemysław Biecek ORCID iD [aut]
Maintainer: Jakub Wiśniewski <jakwisn at gmail.com>
BugReports: https://github.com/ModelOriented/fairmodels/issues
License: GPL-3
URL: https://fairmodels.drwhy.ai/
NeedsCompilation: no
Language: en-US
Citation: fairmodels citation info
Materials: README NEWS
CRAN checks: fairmodels results

Documentation:

Reference manual: fairmodels.pdf
Vignettes: Advanced tutorial
Basic tutorial

Downloads:

Package source: fairmodels_1.2.1.tar.gz
Windows binaries: r-devel: fairmodels_1.2.1.zip, r-release: fairmodels_1.2.1.zip, r-oldrel: fairmodels_1.2.1.zip
macOS binaries: r-release (arm64): fairmodels_1.2.1.tgz, r-oldrel (arm64): fairmodels_1.2.1.tgz, r-release (x86_64): fairmodels_1.2.1.tgz, r-oldrel (x86_64): fairmodels_1.2.1.tgz
Old sources: fairmodels archive

Reverse dependencies:

Reverse imports: arenar

Linking:

Please use the canonical form https://CRAN.R-project.org/package=fairmodels to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.