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Jun, 2020
SenSeI: 强制实现个体公平性的敏感集合不变性
SenSeI: Sensitive Set Invariance for Enforcing Individual Fairness
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Mikhail Yurochkin, Yuekai Sun
TL;DR
该论文将公平机器学习视为不变机器学习,并提出了一种基于输运的正则化方法,在保证训练出公平机器学习模型的同时,改善了算法偏见。
Abstract
In this paper, we cast
fair machine learning
as
invariant machine learning
. We first formulate a version of
individual fairness
that enfor
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