Proximal Operator and Optimality Conditions for Ramp Loss SVM

Huajun Wang, Yuanhai Shao, Naihua Xiu

Support vector machines with ramp loss (dubbed as $L_r$-SVM) have attracted wide attention due to the boundedness of ramp loss. However, the corresponding optimization problem is n…