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math.OC2017★ 1 cited
Distributed Subgradient Projection Algorithm over Directed Graphs: Alternate Proof
Ran Xin, Chenguang Xi, Usman A. Khan
We propose Directed-Distributed Projected Subgradient (D-DPS) to solve a constrained optimization problem over a multi-agent network, where the goal of agents is to collectively mi…
math.OC2014★ 14 cited
Distributed Mirror Descent over Directed Graphs
Chenguang Xi, Qiong Wu, Usman A. Khan
In this paper, we propose Distributed Mirror Descent (DMD) algorithm for constrained convex optimization problems on a (strongly-)connected multi-agent network. We assume that each…