Statistical Inference for Smoothed Support Vector Machines in High Dimensions: From Offline to Online Data

Shuya Zhou, Junwen Xia, Jingxiao Zhang

High-dimensional classification problems often rely on the Lasso-penalized linear Support Vector Machines (SVMs). However, the double non-smoothness induced by the hinge loss and L…