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Distributed Stochastic Approximation Algorithm With Expanding Truncations 期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2020, 卷号: 65, 期号: 2, 页码: 664-679
Authors:  Lei, Jinlong;  Chen, Han-Fu
Favorite  |  View/Download:5/0  |  Submit date:2020/05/24
Distributed optimization  distributed stochastic approximation  expanding truncation  multiagent network  
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:15/0  |  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
Favorite  |  View/Download:20/0  |  Submit date:2018/07/30
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
Favorite  |  View/Download:16/0  |  Submit date:2018/07/30
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:15/0  |  Submit date:2019/01/11
distributed adaptive filter  consensus algorithm  least mean squares  information condition  stochastic stability  tracking performance  
Optimal distributed stochastic mirror descent for strongly convex optimization 期刊论文
AUTOMATICA, 2018, 卷号: 90, 页码: 196
Authors:  Yuan, Deming;  Hong, Yiguang;  Ho, Daniel W. C.;  Jiang, Guoping
Favorite  |  View/Download:8/0  |  Submit date:2019/12/31
ASYMPTOTIC PROPERTIES OF PRIMAL-DUAL ALGORITHM FOR DISTRIBUTED STOCHASTIC OPTIMIZATION OVER RANDOM NETWORKS WITH IMPERFECT COMMUNICATIONS 期刊论文
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2018, 卷号: 56, 期号: 3, 页码: 2159
Authors:  Lei, Jinlong;  Chen, Han-Fu;  Fang, Hai-Tao
Favorite  |  View/Download:7/0  |  Submit date:2019/12/31
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:13/0  |  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:5/0  |  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:6/0  |  Submit date:2018/07/30
distributed convex optimization  constrained optimization algorithm  stochastic gradient  convergence rate