12 citations · 25 across the 15 of their papers we have counts for
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3 papers · 1 filter
math.OC2017★ 4 cited
On Relationship between Primal-Dual Method of Multipliers and Kalman Filter
Guoqiang Zhang, W. Bastiaan Kleijn, Richard Heusdens
Recently the primal-dual method of multipliers (PDMM), a novel distributed optimization method, was proposed for solving a general class of decomposable convex optimizations over g…
cs.DC2017
Distributed Optimization Using the Primal-Dual Method of Multipliers
G. Zhang, R. Heusdens
In this paper, we propose the primal-dual method of multipliers (PDMM) for distributed optimization over a graph. In particular, we optimize a sum of convex functions defined over…
cs.LG2017
Training Deep Neural Networks via Optimization Over Graphs
Guoqiang Zhang, W. Bastiaan Kleijn
In this work, we propose to train a deep neural network by distributed optimization over a graph. Two nonlinear functions are considered: the rectified linear unit (ReLU) and a lin…