Constrained Optimization to Train Neural Networks on Critical and Under-Represented Classes

Sara Sangalli, Ertunc Erdil, Andreas Hoetker +2

Deep neural networks (DNNs) are notorious for making more mistakes for the classes that have substantially fewer samples than the others during training. Such class imbalance is ub…