53 citations · 63 across the 3 of their papers we have counts for
3 papers
math.OC2016★ 9 cited
Decentralized Consensus Optimization with Asynchrony and Delays
Tianyu Wu, Kun Yuan, Qing Ling +2
We propose an asynchronous, decentralized algorithm for consensus optimization. The algorithm runs over a network in which the agents communicate with their neighbors and perform l…
cs.SI2016★ 1 cited
Social Learning over Weakly-Connected Graphs
Hawraa Salami, Bicheng Ying, Ali H. Sayed
In this paper, we study diffusion social learning over weakly-connected graphs. We show that the asymmetric flow of information hinders the learning abilities of certain agents reg…
math.OC2014★ 53 cited
Stability and Performance Limits of Adaptive Primal-Dual Networks
Zaid J. Towfic, Ali H. Sayed
This work studies distributed primal-dual strategies for adaptation and learning over networks from streaming data. Two first-order methods are considered based on the Arrow-Hurwic…