Impartial Predictive Modeling and the Use of Proxy Variables

Kory D. Johnson, Dean P. Foster, Robert A. Stine

Fairness aware data mining (FADM) aims to prevent algorithms from discriminating against protected groups. The literature has come to an impasse as to what constitutes explainable…