Assessing Algorithmic Fairness with Unobserved Protected Class Using Data Combination

Nathan Kallus, Xiaojie Mao, Angela Zhou

Abstract: The increasing impact of algorithmic decisions on people’s lives compels us to scrutinize their fairness and, in particular, the disparate impacts that ostensibly color-blind algorithms can have on...