2 papers
stat.ML2026
Scenario theory for multi-criteria data-driven decision making
Simone Garatti, Lucrezia Manieri, Alessandro Falsone +3
The scenario approach provides a powerful data-driven framework for designing solutions under uncertainty with rigorous probabilistic robustness guarantees. Existing theory, howeve…
math.OC2024
DualBi: A dual bisection algorithm for non-convex problems with a scalar complicating constraint
Lucrezia Manieri, Alessandro Falsone, Maria Prandini
This paper addresses non-convex constrained optimization problems that are characterized by a scalar complicating constraint. We propose an iterative bisection method for the dual…