journalarticle

A Human-in-the-loop Framework to Construct Context-dependent Mathematical Formulations of Fairness

Mohammad Yaghini, Hoda Heidari, A. Krause

arXiv.org2019-11-08 5 citations29 references

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TL;DRThis work utilizes the theoretical model of Heidari et al. (2019)---which shows that most existing formulations of algorithmic fairness are special cases of economic models of Equality of Opportunity (EOP)---and presents a practical human-in-the-loop approach to pinpoint the fairness notion in the EOP family that best captures people's perception of fairness in the given context. (Semantic Scholar)

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A Human-in-the-loop Framework to Construct Context-dependent Mathematical Formulations of Fairness

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