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math.OC2019★ 2 cited
Tight Linear Convergence Rate of ADMM for Decentralized Optimization
Meng Ma, Bingcong Li, Georgios B. Giannakis
The present paper considers leveraging network topology information to improve the convergence rate of ADMM for decentralized optimization, where networked nodes work collaborative…
math.OC2018
Fast Decentralized Optimization over Networks
Meng Ma, Athanasios N. Nikolakopoulos, Georgios B. Giannakis
The present work introduces the hybrid consensus alternating direction method of multipliers (H-CADMM), a novel framework for optimization over networks which unifies existing dist…