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Feb, 2024
算法公平性-准确性边界的推断
Inference for an Algorithmic Fairness-Accuracy Frontier
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Yiqi Liu, Francesca Molinari
TL;DR
通过提供一致的估计器和推理方法,本文研究了决策过程中算法的公平性和准确性之间的权衡,还提出了是否排除算法训练中的某些协变量以及是否存在非歧视性替代算法等方面的假设。
Abstract
decision-making
processes increasingly rely on the use of
algorithms
. Yet,
algorithms
' predictive ability frequently exhibit systematic va
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