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DISTRIBUTED SUBGRADIENT-FREE STOCHASTIC OPTIMIZATION ALGORITHM FOR NONSMOOTH CONVEX FUNCTIONS OVER TIME-VARYING NETWORKS 期刊论文
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2019, 卷号: 57, 期号: 4, 页码: 2821-2842
Authors:  Wang, Yinghui;  Zhao, Wenxiao;  Hong, Yiguang;  Zamani, Mohsen
Favorite  |  View/Download:0/0  |  Submit date:2019/10/28
distributed stochastic optimization  gradient-/subgadient-free algorithm  nonsmoothness  randomized differences  
Distributed resource allocation over random networks based on stochastic approximation 期刊论文
SYSTEMS & CONTROL LETTERS, 2018, 卷号: 114, 页码: 44-51
Authors:  Yi, Peng;  Lei, Jinlong;  Hong, Yiguang
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Distributed optimization  Resource allocation  Stochastic approximation  Random graph  Demand response  
Optimal distributed stochastic mirror descent for strongly convex optimization 期刊论文
AUTOMATICA, 2018, 卷号: 90, 页码: 196-203
Authors:  Yuan, Deming;  Hong, Yiguang;  Ho, Daniel W. C.;  Jiang, Guoping
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Distributed stochastic optimization  Strong convexity  Non-Euclidean divergence  Mirror descent  Epoch gradient descent  Optimal convergence rate  
ANALYSIS OF NORMALIZED LEAST MEAN SQUARES-BASED CONSENSUS ADAPTIVE FILTERS UNDER A GENERAL INFORMATION CONDITION 期刊论文
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2018, 卷号: 56, 期号: 5, 页码: 3404-3431
Authors:  Xie, Siyu;  Guo, Lei
Favorite  |  View/Download:3/0  |  Submit date:2019/01/11
distributed adaptive filter  consensus algorithm  least mean squares  information condition  stochastic stability  tracking performance  
Critical Connectivity and Fastest Convergence Rates of Distributed Consensus With Switching Topologies and Additive Noises 期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2017, 卷号: 62, 期号: 12, 页码: 6152-6167
Authors:  Chen, Ge;  Wang, Le Yi;  Chen, Chen;  Yin, George
Favorite  |  View/Download:3/0  |  Submit date:2018/07/30
Average-consensus  jointly-connected topology  multiagent system  networked system  stochastic approximation  
DISTRIBUTED CLASSIFICATION LEARNING BASED ON NONLINEAR VECTOR SUPPORT MACHINES FOR SWITCHING NETWORKS 期刊论文
KYBERNETIKA, 2017, 卷号: 53, 期号: 4, 页码: 595-611
Authors:  Wang, Yinghui;  Lin, Peng;  Qin, Huashu
Favorite  |  View/Download:3/0  |  Submit date:2018/07/30
nonlinear support vector machine  multi-agent system  distributed optimization  connectivity  
ON CONVERGENCE RATE OF DISTRIBUTED STOCHASTIC GRADIENT ALGORITHM FOR CONVEX OPTIMIZATION WITH INEQUALITY CONSTRAINTS 期刊论文
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2016, 卷号: 54, 期号: 5, 页码: 2872-2892
Authors:  Yuan, Deming;  Ho, Daniel W. C.;  Hong, Yiguang
Favorite  |  View/Download:4/0  |  Submit date:2018/07/30
distributed convex optimization  constrained optimization algorithm  stochastic gradient  convergence rate