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  • Cynthia Dwork, Moritz Hardt, Toniann Pit...
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    Oct 27th, 2011
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    journalArticle
    Cynthia Dwork, Moritz Hardt, Toniann Pit...
    Oct 27th, 2011

    We study fairness in classification, where individuals are classified, e.g., admitted to a university, and the goal is to prevent discrimination against individuals based on their membership in some group, while maintaining utility for the classifier (the university). The main conceptual contribution of this paper is a framework for fair classification comprising (1) a (hypothetical) task-specific metric for determining the degree to which individuals are similar with respect to the...

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