A Review of the Receiver Operating Characteristic Curve and a Proof About the Area Beneath It

This paper reviews the Receiver Operating Characteristic (ROC) curve, a common metric for evaluating binary classifier performance. It formalizes the probabilistic interpretation of the Area Under the Curve (AUC) and provides bounds for its accuracy.