Human-Algorithm Collaboration: Achieving Complementarity and Avoiding Unfairness
Human-Algorithm Collaboration: Achieving Complementarity and Avoiding Unfairness
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, the final prediction or decision of a system is under the control of a human, who uses an algorithm's output along with their own …