3 papers
math.OC2025
Automated algorithm design for convex optimization problems with linear equality constraints
Ibrahim K. Ozaslan, Wuwei Wu, Jie Chen +2
Synthesis of optimization algorithms typically follows a {\em design-then-analyze\/} approach, which can obscure fundamental performance limits and hinder the systematic developmen…
math.OC2024
Stability of Primal-Dual Gradient Flow Dynamics for Multi-Block Convex Optimization Problems
Ibrahim K. Ozaslan, Panagiotis Patrinos, Mihailo R. Jovanović
We examine stability properties of primal-dual gradient flow dynamics for composite convex optimization problems with multiple, possibly nonsmooth, terms in the objective function…
math.OC2024
Accelerated forward-backward and Douglas-Rachford splitting dynamics
Ibrahim K. Ozaslan, Mihailo R. Jovanović
We examine convergence properties of continuous-time variants of accelerated Forward-Backward (FB) and Douglas-Rachford (DR) splitting algorithms for nonsmooth composite optimizati…