A Consequentialist Critique of Binary Classification Evaluation: Theory, Practice, and Tools

Gerardo Flores, Abigail Schiff, Alyssa H. Smith +2

Machine learning-supported decisions, such as ordering diagnostic tests or determining preventive custody, often require converting probabilistic forecasts into binary classificati…