Counterfactual Reasoning for Fair Clinical Risk Prediction

Stephen R. Pfohl, Tony Duan, Daisy Yi Ding, Nigam H. Shah

Abstract: The use of machine learning systems to support decision making in healthcare raises questions as to what extent these systems may introduce or exacerbate disparities in care for historically underr...