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.


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Reference manual

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install.packages("fairmodels")

0.2.2 by Jakub Wiśniewski, 2 months ago


https://modeloriented.github.io/fairmodels/


Report a bug at https://github.com/ModelOriented/fairmodels/issues


Browse source code at https://github.com/cran/fairmodels


Authors: Jakub Wiśniewski [aut, cre] , Przemysław Biecek [aut]


Documentation:   PDF Manual  


GPL-3 license


Imports DALEX, ggplot2, patchwork, ggdendro, ggrepel, scales

Suggests ranger, gbm, knitr, rmarkdown, covr, testthat, spelling


Imported by arenar.


See at CRAN