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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
作者:  Wang, Yinghui;  Zhao, Wenxiao;  Hong, Yiguang;  Zamani, Mohsen
收藏  |  浏览/下载：120/0  |  提交时间：2019/10/28
distributed stochastic optimization  gradient-/subgadient-free algorithm  nonsmoothness  randomized differences  
Privacy Preservation in Distributed Subgradient Optimization Algorithms 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 卷号: 48, 期号: 7, 页码: 2154-2165
作者:  Lou, Youcheng;  Yu, Lean;  Wang, Shouyang;  Yi, Peng
收藏  |  浏览/下载：157/0  |  提交时间：2018/07/30
Asynchronous optimization  distributed optimization  heterogeneous-stepsize  privacy preservation  
Optimal distributed stochastic mirror descent for strongly convex optimization 期刊论文
AUTOMATICA, 2018, 卷号: 90, 页码: 196-203
作者:  Yuan, Deming;  Hong, Yiguang;  Ho, Daniel W. C.;  Jiang, Guoping
收藏  |  浏览/下载：150/0  |  提交时间：2018/07/30
Distributed stochastic optimization  Strong convexity  Non-Euclidean divergence  Mirror descent  Epoch gradient descent  Optimal convergence rate  
DISTRIBUTED CONTINUOUS-TIME ALGORITHMS FOR NONSMOOTH EXTENDED MONOTROPIC OPTIMIZATION PROBLEMS 期刊论文
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2018, 卷号: 56, 期号: 6, 页码: 3973-3993
作者:  Zeng, Xianlin;  Yi, Peng;  Hong, Yiguang;  Xie, Lihua
收藏  |  浏览/下载：166/0  |  提交时间：2019/03/05
extended monotropic optimization  distributed algorithms  nonsmooth convex functions  decomposition methods  differential inclusions  
Approximate representation of the Pareto frontier in multiparty negotiations: Decentralized methods and privacy preservation 期刊论文
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2016, 卷号: 254, 期号: 3, 页码: 968-976
作者:  Lou, Youcheng;  Wang, Shouyang
收藏  |  浏览/下载：142/0  |  提交时间：2018/07/30
Multiparty negotiations  Decentralized methods  Privacy preservation  Pareto optimal solutions  
Nash Equilibrium Computation in Subnetwork Zero-Sum Games With Switching Communications 期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2016, 卷号: 61, 期号: 10, 页码: 2920-2935
作者:  Lou, Youcheng;  Hong, Yiguang;  Xie, Lihua;  Shi, Guodong;  Johansson, Karl Henrik
收藏  |  浏览/下载：102/0  |  提交时间：2018/07/30
Heterogeneous stepsizes  joint connection  multi-agent systems  Nash equilibrium  weight-unbalanced graphs