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math.OC2023
A Safe First-Order Method for Pricing-Based Resource Allocation in Safety-Critical Networks
Berkay Turan, Spencer Hutchinson, Mahnoosh Alizadeh
We introduce a novel algorithm for solving network utility maximization (NUM) problems that arise in resource allocation schemes over networks with known safety-critical constraint…
math.OC2020
On Robustness of the Normalized Subgradient Method with Randomly Corrupted Subgradients
Berkay Turan, Cesar A. Uribe, Hoi-To Wai +1
Numerous modern optimization and machine learning algorithms rely on subgradient information being trustworthy and hence, they may fail to converge when such information is corrupt…
math.OC2020
Resilient Primal-Dual Optimization Algorithms for Distributed Resource Allocation
Berkay Turan, Cesar A. Uribe, Hoi-To Wai +1
Distributed algorithms for multi-agent resource allocation can provide privacy and scalability over centralized algorithms in many cyber-physical systems. However, the distributed…