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fairmetrics

Fairness Evaluation Metrics with Confidence Intervals for Binary Protected Attributes

v1.0.7 · Oct 6, 2025 · MIT + file LICENSE

Description

A collection of functions for computing fairness metrics for machine learning and statistical models, including confidence intervals for each metric. The package supports the evaluation of group-level fairness criterion commonly used in fairness research, particularly in healthcare for binary protected attributes. It is based on the overview of fairness in machine learning written by Gao et al (2024) <doi:10.48550/arXiv.2406.09307>.

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CRAN Check Status

14 OK
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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Version History

new 1.0.7 Mar 10, 2026
updated 1.0.7 ← 1.0.6 diff Oct 5, 2025
updated 1.0.6 ← 1.0.5 diff Sep 10, 2025
updated 1.0.5 ← 1.0.4 diff Sep 4, 2025
updated 1.0.4 ← 1.0.3 diff Jul 22, 2025
updated 1.0.3 ← 1.0.2 diff Jun 11, 2025
updated 1.0.2 ← 1.0.1 diff Jun 4, 2025
updated 1.0.1 ← 1.0.0 diff May 31, 2025
new 1.0.0 May 18, 2025