Distributed Optimization

Distributed Optimization is a methodological framework within distributed algorithms that enables the collaborative minimization or maximization of a global objective function by coordinating computational agents over a network, distinguished by its decomposition of the optimization task across multiple nodes that communicate and synchronize iteratively to achieve consensus or convergence without centralized control.

2.8K

Publications

209.3K

Citations

4.6K

Authors

1.2K

Institutions

Publications per year

2017–2026

1.6K

Parents

Collective Decision-makingContinuous OptimizationDecentralized ControlDistributed AlgorithmsDistributed ControlDistributed CoordinationDistributed Sensor NetworksLarge-scale OptimizationMachine Learning For Big DataOptimization For Machine Learning

Publications

2.8K

Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers

Stephen Boyd · Foundations and Trends® in Machine Learning · 2011 · 16K citations

Computing, Computer Science, Machine Learning +13

Distributed Subgradient Methods for Multi-Agent Optimization

Angelia Nedić, Asuman Ozdaglar · IEEE Transactions on Automatic Control · 2009 · 3.7K citations

Computing, Computer Science, Algorithms +16

Biomimicry of bacterial foraging for distributed optimization and control

Kevin M. Passino · IEEE Control Systems · 2002 · 3.1K citations

Life Sciences, Autonomous Systems, Biology +17

Large Scale Distributed Deep Networks

Jay B. Dean, Greg S. Corrado, Rajat Monga et al. · 2012 · 2.9K citations

Computing, Computer Science, High-performance Computing +17

Fast linear iterations for distributed averaging

Lin Xiao, Stephen Boyd · Systems & Control Letters · 2004 · 2.8K citations

Computing, Computer Science, Algorithms +14

1–5 of 2.8K

Authors

4.6K

YH
Yiguang Hong
Chinese Academy of Sciences, China
53 publications · 5K citations
35
h-index
AN
Angelia Nedić
University of Illinois Urbana-Champaign, United States
48 publications · 10.7K citations
32
h-index
AH
Ali H. Sayed
University of California, Los Angeles, United States
44 publications · 3.2K citations
25
h-index
QL
Qing Ling
University of Science and Technology of China, China
36 publications · 4.8K citations
25
h-index
AO
Asuman Ozdaglar
Massachusetts Institute of Technology, United States
27 publications · 9.3K citations
24
h-index

1–5 of 4.6K

Institutions

1.2K

1–8 of 1.2K

Venues

IEEE Transactions on Automatic Control
230 publications · 31.7K citations
84
h-index
IEEE Transactions on Signal Processing
104 publications · 11.1K citations
54
h-index
arXiv (Cornell University)
Repository · 204 publications · 9.2K citations
43
h-index
IEEE Transactions on Cybernetics
68 publications · 4.4K citations
41
h-index
Automatica
60 publications · 4.9K citations
37
h-index

1–5