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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 Consensus-Based K-Means Algorithm in Switching Multi-Agent Networks 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2018, 卷号: 31, 期号: 5, 页码: 1128-1145
Authors:  Lin Peng;  Wang Yinghui;  Qi Hongsheng;  Hong Yiguang
Favorite  |  View/Download:5/0  |  Submit date:2018/09/08
Consensus-based algorithm  distributed K-means clustering  multi-agent network  switching topology  
Distributed regression estimation with incomplete data in multi-agent networks 期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2018, 卷号: 61, 期号: 9, 页码: 14
Authors:  Wang, Yinghui;  Lin, Peng;  Hong, Yiguang
Favorite  |  View/Download:13/0  |  Submit date:2018/07/30
multi-agent systems  time-varying network  estimation with incomplete data  online learning  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