Inequalities for Optimization of Classification Algorithms: A Perspective Motivated by Diagnostic Testing

Paul N. Patrone, Anthony J. Kearsley

Motivated by canonical problems in medical diagnostics, we propose and study properties of an objective function that uniformly bounds uncertainties in quantities of interest extra…