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shunk031 / paper-survey

📚 Survey of previous research and related works on machine learning (especially Deep Learning) in Japanese
https://shunk031.github.io/paper-survey/
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Putting Fairness Principles into Practice: Challenges, Metrics, and Improvements #221

Closed shunk031 closed 5 years ago

shunk031 commented 5 years ago

https://arxiv.org/abs/1901.04562

shunk031 commented 5 years ago

機械学習における公正性に向けて、プロダクション環境へ適用可能でグループ間のバイアスに頑健となる absolute correlation regularization を提案。特にグループ間の False Positive の比較に焦点を当て、それを抑制するよう学習が行われる。

Putting Fairness Principles into Practice Challenges Metrics and Improvements - Paper Survey