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Oct, 2023
算法公正中的公平替代函数理解
Understanding Fairness Surrogate Functions in Algorithmic Fairness
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Wei Yao, Zhanke Zhou, Zhicong Li, Bo Han, Yong Liu
TL;DR
研究人员提出了一种使用代理函数解决机器学习算法中偏见预测问题的方法,并提出了一种新的平衡代理算法来提高公平性表现。
Abstract
It has been observed that
machine learning algorithms
exhibit
biased predictions
against certain population groups. To mitigate such bias while achieving comparable accuracy, a promising approach is to introduce
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