BriefGPT.xyz
Nov, 2022
打破负担泡沫?对Sharma等人基于反事实的公平度量进行评估
Bursting the Burden Bubble? An Assessment of Sharma et al.'s Counterfactual-based Fairness Metric
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Yochem van Rosmalen, Florian van der Steen, Sebastiaan Jans, Daan van der Weijden
TL;DR
本研究比较了Burden和统计平价两种衡量算法公平性指标,在三个数据集上得出Burden是一种比较有价值的指标,但是并不能替代统计平价。
Abstract
machine learning
has seen an increase in negative publicity in recent years, due to biased, unfair, and uninterpretable models. There is a rising interest in making
machine learning
models more fair for unprivile
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