Black-Box Optimization in Machine Learning with Trust Region Based Derivative Free Algorithm

Hiva Ghanbari, Katya Scheinberg

In this work, we utilize a Trust Region based Derivative Free Optimization (DFO-TR) method to directly maximize the Area Under Receiver Operating Characteristic Curve (AUC), which…