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TZID:Europe/Paris
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UID:23@map5.mi.parisdescartes.fr
DTSTART;TZID=Europe/Paris:20230106T110000
DTEND;TZID=Europe/Paris:20230106T120000
DTSTAMP:20230203T134134Z
URL:https://map5.mi.parisdescartes.fr/events/evgenii-chzhen-cnrs-universit
 e-paris-saclay/
SUMMARY:Evgenii Chzhen (CNRS\, Université Paris-Saclay)
DESCRIPTION:The goal of the talk is to introduce the audience to the setup 
 of statistical theory algorithmic fairness and highlight some recent resul
 ts that cover a particular fairness constraint—demographic parity. In th
 e first part of the talk I will present basic formalism that incorporates 
 sensitive information into a supervised learning process and describe main
  notions of fairness that arise in this context. First\, highlighting some
  results that do not depend on the exact choice of fairness\, I will then 
 focus on demographic parity fairness constraint. I will draw a connection 
 between this constraint and mass transportation problem\, leading to a tra
 nsparent interpretation of this fairness notion. Throughout the talk I wil
 l pose several open questions in this field.\n\nThe talk is a product of a
  sequence of works with : Ch. Denis\, S. Gaucher\, M. Hebiri\, L. Oneto\, 
 M. Pontil\, N. Schreuder.
CATEGORIES:Colloquium du MAP5
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TZID:Europe/Paris
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DTSTART:20221030T020000
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