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math.OC2019
Asynchronous Delay-Aware Accelerated Proximal Coordinate Descent for Nonconvex Nonsmooth Problems
Ehsan Kazemi, Liqiang Wang
Nonconvex and nonsmooth problems have recently attracted considerable attention in machine learning. However, developing efficient methods for the nonconvex and nonsmooth optimizat…
math.OC2018
A Proximal Zeroth-Order Algorithm for Nonconvex Nonsmooth Problems
Ehsan Kazemi, Liqiang Wang
In this paper, we focus on solving an important class of nonconvex optimization problems which includes many problems for example signal processing over a networked multi-agent sys…