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Oct, 2023
群体无差别最优输运到群体平等及其约束变体
Group-blind optimal transport to group parity and its constrained variants
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Quan Zhou, Jakub Marecek
TL;DR
我们设计了一种单一的群体盲扫描映射,它使源数据中两个群体的特征分布对齐,从而实现了(人口)群体平等,而不需要在映射的计算和使用过程中提供个体样本的受保护属性的值,也不依赖受保护属性的可访问性或估计。
Abstract
fairness
holds a pivotal role in the realm of
machine learning
, particularly when it comes to addressing groups categorised by
sensitive attribut
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