Title | ||
---|---|---|
Decentralized Optimization Over Noisy, Rate-Constrained Networks: Achieving Consensus by Communicating Differences |
Abstract | ||
---|---|---|
In decentralized optimization, multiple nodes in a network collaborate to minimize the sum of their local loss functions. The information exchange between nodes required for this task, is often limited by network connectivity. We consider a setting in which communication between nodes is hindered by both (i) a finite rate-constraint on the signal transmitted by any node, and (ii) additive noise co... |
Year | DOI | Venue |
---|---|---|
2022 | 10.1109/JSAC.2021.3118428 | IEEE Journal on Selected Areas in Communications |
Keywords | DocType | Volume |
Optimization,Convergence,Quantization (signal),Heuristic algorithms,Wireless communication,Noise measurement,Mirrors | Journal | 40 |
Issue | ISSN | Citations |
2 | 0733-8716 | 0 |
PageRank | References | Authors |
0.34 | 0 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Rajarshi Saha | 1 | 0 | 1.01 |
Stefano Rini | 2 | 0 | 0.68 |
Milind Rao | 3 | 0 | 0.34 |
Andrea J. Goldsmith | 4 | 1 | 0.68 |