Fairness Under Unawareness: Assessing Disparity When Protected Class Is Unobserved

Jiahao Chen, Nathan Kallus, Xiaojie Mao +2

Assessing the fairness of a decision making system with respect to a protected class, such as gender or race, is challenging when class membership labels are unavailable. Probabili…