Abstracting Fairness: Oracles, Metrics, and Interpretability

Ilvento Christina
Ilvento Christina
Sur Pragya
Sur Pragya

FORC, 2020.

被引用0|引用|浏览35|DOI:https://doi.org/10.4230/LIPIcs.FORC.2020.8
EI
其它链接arxiv.org|dblp.uni-trier.de

摘要

It is well understood that classification algorithms, for example, for deciding on loan applications, cannot be evaluated for fairness without taking context into account. We examine what can be learned from a fairness oracle equipped with an underlying understanding of ``true'' fairness. The oracle takes as input a (context, classifier...更多

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