2 papers
math.OC2025
A Novel Robust Optimization Model for Nonlinear Support Vector Machine
Francesca Maggioni, Andrea Spinelli
In this paper, we present new optimization models for Support Vector Machine (SVM), with the aim of separating data points in two or more classes. The classification task is handle…
cs.LG2025
A Robust Twin Parametric Margin Support Vector Machine for Multiclass Classification
Renato De Leone, Francesca Maggioni, Andrea Spinelli
In this paper, we introduce novel Twin Parametric Margin Support Vector Machine (TPMSVM) models designed to address multiclass classification tasks under feature uncertainty. To ha…