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math.OC2026
Robustness certificates in data-driven non-convex optimization with additively-uncertain constraints
Alexander J Gallo, Massimiliano Zoggia, Alessandro Falsone +2
We consider decision-making problems that are formulated as non-convex optimization programs where uncertainty enters the constraints through an additive term, independent of the d…
math.OC2025
Finite sample learning of moving targets
Nikolaus Vertovec, Kostas Margellos, Maria Prandini
We consider a moving target that we seek to learn from samples. Our results extend randomized techniques developed in control and optimization for a constant target to the case whe…
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…