3 papers
math.OC2021
Comparison of Minimization Methods for Rosenbrock Functions
Iyanuoluwa Emiola, Robson Adem
This paper gives an in-depth review of the most common iterative methods for unconstrained optimization using two functions that belong to a class of Rosenbrock functions as a perf…
math.OC2021
On Distributed Optimization in the Presence of Malicious Agents
Iyanuoluwa Emiola, Laurent Njilla, Chinwendu Enyioha
In this paper, we consider an unconstrained distributed optimization problem over a network of agents, in which some agents are adversarial. We solve the problem via gradient-based…
math.OC2020
Sublinear Regret with Barzilai-Borwein Step Sizes
Iyanuoluwa Emiola
This paper considers the online scenario using the Barzilai-Borwein Quasi-Newton Method. In an online optimization problem, an online agent uses a certain algorithm to decide on an…