Cynthia Dwork - Group Fairness and Individual Fairness Pt. 1/2 - IPAM at UCLA
Presenter
July 11, 2022
Abstract
Recorded 11 July 2022. Cynthia Dwork of Harvard University SEAS presents "Group Fairness and Individual Fairness" at IPAM's Graduate Summer School on Algorithmic Fairness.
Abstract: The early literature on the theory of algorithmic fairness identified two categories of fairness notions: group fairness, which requires that certain statistics be similar on different demographic groups, and individual fairness, which requires that individuals who are “similar,” with respect to a given scoring or classification task, be treated similarly. We will discuss these notions and their pros and cons.
Learn more online at: http://www.ipam.ucla.edu/programs/summer-schools/graduate-summer-school-on-algorithmic-fairness/