94 citations · 404 across the 41 of their papers we have counts for
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Bregman Monotone Operator Splitting
Kenta Niwa, W. Bastiaan Kleijn
Monotone operator splitting is a powerful paradigm that facilitates parallel processing for optimization problems where the cost function can be split into two convex functions. We…
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…
Derivation and Analysis of the Primal-Dual Method of Multipliers Based on Monotone Operator Theory
Thomas Sherson, Richard Heusdens, W. Bastiaan Kleijn
In this paper we present a novel derivation for an existing node-based algorithm for distributed optimisation termed the primal-dual method of multipliers (PDMM). In contrast to it…