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fairmodels

swMATH ID: 35200
Software Authors: Jakub Wiśniewski, Przemysław Biecek
Description: R package 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.
Homepage: https://cran.r-project.org/web/packages/fairmodels/index.html
Source Code: https://github.com/cran/fairmodels
Dependencies: R
Related Software: ELI5; forestmodel; EIX; reticulate; H2O; breakDown; shapr; fairml; kknn; ExplainPrediction; deepdep; arenar; triplot; Scikit; lime; PyTorch; randomForestExplainer; InterpretML; corrgrapher; flashlight; mcr
Cited in: 0 Publications