Network Topology and Communication-Computation Tradeoffs in Decentralized Optimization

In decentralized optimization, nodes cooperate to minimize an overall objective function that is the sum (or average) of per-node private objective functions. Algorithms interleave local computations with communication among all or a subset of the nodes. Motivated by a variety of applications..decen...

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Bibliographic Details
Published in:	Proceedings of the IEEE Vol. 106; no. 5; pp. 953 - 976
Main Authors:	Nedic, Angelia, Olshevsky, Alex, Rabbat, Michael G.
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.05.2018 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Algorithms Computer architecture Consensus algorithms Convergence Decentralized control distributed averaging distributed optimization gossip algorithms Graph theory Linear programming multiagent systems Multiple robots Network topologies Network topology Optimization Peer-to-peer computing
ISSN:	0018-9219, 1558-2256
Online Access:	Get full text
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