Fairness as Equality of Opportunity: Normative Guidance from Political Philosophy
@article{Khan2021FairnessAE, title={Fairness as Equality of Opportunity: Normative Guidance from Political Philosophy}, author={Falaah Arif Khan and Eleni Manis and Julia Stoyanovich}, journal={ArXiv}, year={2021}, volume={abs/2106.08259} }
Recent interest in codifying fairness in Automated Decision Systems (ADS) has resulted in a wide range of formulations of what it means for an algorithmic system to be fair. Most of these propositions are inspired by, but inadequately grounded in, political philosophy scholarship. This paper aims to correct that deficit. We introduce a taxonomy of fairness ideals using doctrines of Equality of Opportunity (EOP) from political philosophy, clarifying their conceptions in philosophy and the…
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