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fairml

Fair Models in Machine Learning

v0.9.1 · Mar 9, 2026 · MIT + file LICENSE

Description

Fair machine learning regression models which take sensitive attributes into account in model estimation. Currently implementing Komiyama et al. (2018) <http://proceedings.mlr.press/v80/komiyama18a/komiyama18a.pdf>, Zafar et al. (2019) <https://www.jmlr.org/papers/volume20/18-262/18-262.pdf> and my own approach from Scutari, Panero and Proissl (2022) <doi:10.1007/s11222-022-10143-w> that uses ridge regression to enforce fairness.

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dependencies in R code

Missing or unexported object: ‘CVXR::status’
WARNING r-release-macos-x86_64

dependencies in R code

Missing or unexported object: ‘CVXR::status’

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WARNING 10 OK · 0 NOTE · 4 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
WARNING r-devel-linux-x86_64-fedora-gcc

dependencies in R code

Missing or unexported object: ‘CVXR::solve’
WARNING r-release-linux-x86_64

dependencies in R code

Missing or unexported object: ‘CVXR::solve’
WARNING r-release-windows-x86_64

dependencies in R code

Missing or unexported object: 'CVXR::solve'
WARNING r-oldrel-windows-x86_64

dependencies in R code

Missing or unexported object: 'CVXR::solve'

Reverse Dependencies (2)

Dependency Network

Dependencies Reverse dependencies glmnet classmap mlr3fairness fairml

Version History

new 0.9.1 Mar 10, 2026
updated 0.9 ← 0.8 diff Apr 29, 2025
updated 0.8 ← 0.7 diff May 13, 2023
updated 0.7 ← 0.6.3 diff Sep 9, 2022
updated 0.6.3 ← 0.6.2 diff May 8, 2022
updated 0.6.2 ← 0.6.1 diff Apr 13, 2022
updated 0.6.1 ← 0.6 diff Jan 23, 2022
updated 0.6 ← 0.5 diff Aug 8, 2021
updated 0.5 ← 0.4 diff Jun 15, 2021
updated 0.4 ← 0.3 diff Apr 14, 2021
updated 0.3 ← 0.2 diff Sep 8, 2020
new 0.2 Aug 5, 2020