Rethinking Cost-sensitive Classification in Deep Learning via Adversarial Data Augmentation

Qiyuan Chen, Raed Al Kontar, Maher Nouiehed +2

Cost-sensitive classification is critical in applications where misclassification errors widely vary in cost. However, over-parameterization poses fundamental challenges to the cos…