CRAN/E | fairmodels

fairmodels

Flexible Tool for Bias Detection, Visualization, and Mitigation

Installation

About

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)) .

Citation fairmodels citation info
fairmodels.drwhy.ai/
Bug report File report

Key Metrics

Version 1.2.1
R ≥ 3.5
Published 2022-08-23 584 days ago
Needs compilation? no
License GPL-3
CRAN checks fairmodels results
Language en-US

Downloads

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Maintainer

Maintainer

Jakub Wiśniewski

jakwisn@gmail.com

Authors

Jakub Wiśniewski

aut / cre

Przemysław Biecek

aut

Material

README
NEWS
Reference manual
Package source

Vignettes

Advanced tutorial
Basic tutorial

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

fairmodels archive

Depends

R ≥ 3.5

Imports

DALEX
ggplot2
scales
stats
patchwork

Suggests

ranger
gbm
knitr
rmarkdown
covr
testthat
spelling
ggdendro
ggrepel

Reverse Imports

arenar