{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/inferring-unfairness-and-error-from","title":"Fairness and Unfairness in Binary and Multiclass Classification: Quantifying, Calculating, and Bounding","arxiv_id":"2206.03234","date":"2022-06-07","proceeding":null,"authors":["Sivan Sabato","Eran Treister","Elad Yom-Tov"],"abstract":"We propose a new interpretable measure of unfairness, that allows providing a quantitative analysis of classifier fairness, beyond a dichotomous fair/unfair distinction. 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