2 papers
math.OC2026
On Constraint Qualifications for MPECs with Applications to Bilevel Hyperparameter Optimization for Machine Learning
Jiani Li, Qingna Li, Alain Zemkoho
Constraint qualifications for a Mathematical Program with Equilibrium Constraints (MPEC) are essential for analyzing stationarity properties and establishing convergence results. I…
math.OC2025
Global relaxation-based LP-Newton method for multiple hyperparameter selection in support vector classification with feature selection
Yaru Qian, Qingna Li, Alain Zemkoho
Support vector classification (SVC) is an effective tool for classification tasks in machine learning. Its performance relies on the selection of appropriate hyperparameters. This…