Inference with non-differentiable surrogate loss in a general high-dimensional classification framework

Muxuan Liang, Yang Ning, Maureen A Smith +1

Penalized empirical risk minimization with a surrogate loss function is often used to learn a high-dimensional linear decision rule in classification problems. Although much of the…