Xin-Yue Xu

A Robust Twin Support Vector Machine Approach for Classification Problems with Uncertainty

In this presentation, we introduce a distributionally robust Twin Support Vector Machine (TSVM) model designed to tackle bi-class and multi-class classification challenges under uncertainty. Our model leverages first and second-order information to enhance robustness. By solving two interconnected chance-constrained SV...