Human-Algorithm Collaboration: Achieving Complementarity and Avoiding Unfairness

Kate Donahue, Alexandra Chouldechova, Krishnaram Kenthapadi

Much of machine learning research focuses on predictive accuracy: given a task, create a machine learning model (or algorithm) that maximizes accuracy. In many settings, however, t…