Gap Safe Screening Rules for Fast Training of Robust Support Vector Machines under Feature Noise

Tan-Hau Nguyen, Thu-Le Tran, Kien Trung Nguyen

Robust Support Vector Machines (R-SVMs) address feature noise by adopting a worst-case robust formulation that explicitly incorporates uncertainty sets into training. While this ro…