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math.OC2024
Time-Varying Convex Optimization with Computational Complexity
M. Rostami, S. S. Kia
In this article, we consider the problem of unconstrained time-varying convex optimization, where the cost function changes with time. We provide an in-depth technical analysis of…
math.OC2023
First-Order Dynamic Optimization for Streaming Convex Costs
M. Rostami, H. Moradian, S. S. Kia
This paper proposes a set of novel optimization algorithms for solving a class of convex optimization problems with time-varying streaming cost function. We develop an approach to…