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May, 2015
二分类准确性与公平性关系探究
On the relation between accuracy and fairness in binary classification
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TL;DR
本研究重新审视了二元分类中准确性和公平性之间的权衡问题，提出了对非歧视分类器的比较需要考虑不同的阳性预测率，给出了对非歧视分类器进行合理比较的方法学建议，并在理论和实证分析中介绍了准确性和非歧视性之间的权衡。
Abstract
Our study revisits the problem of
accuracy-fairness tradeoff
in
binary classification
. We argue that comparison of non-
discriminatory classifiers
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