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)) <arXiv:2104.00507>.

Package details

AuthorJakub Wiśniewski [aut, cre], Przemysław Biecek [aut] (<https://orcid.org/0000-0001-8423-1823>)
MaintainerJakub Wiśniewski <jakwisn@gmail.com>
LicenseGPL-3
Version1.1.0
URL https://fairmodels.drwhy.ai/
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("fairmodels")

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fairmodels documentation built on May 31, 2021, 5:07 p.m.