Smoothed ROC Curves, Calculus and Curvature

A common use of ROC (Receiver Operating Characteristic) curves in data science is to evaluate performance of binary classifiers. In this use case, the data set is usually a sample from a population and so the ROC curve itself is a random object. Although it is not common to have multiple sample ROC curves constructed from applying the same classifier to multiple sample data sets from the same…