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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：129/0  |  提交时间：2019/10/28
distributed stochastic optimization  gradient-/subgadient-free algorithm  nonsmoothness  randomized differences  
Distributed sub-optimal resource allocation over weight-balanced graph via singular perturbation 期刊论文
AUTOMATICA, 2018, 卷号: 95, 页码: 222-228
作者:  Liang, Shu;  Zeng, Xianlin;  Hong, Yiguang
收藏  |  浏览/下载：172/0  |  提交时间：2018/10/07
Distributed optimization  Resource allocation  Sub-optimality  Weight-balanced graph  Singular perturbation  
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：156/0  |  提交时间：2018/07/30
Distributed stochastic optimization  Strong convexity  Non-Euclidean divergence  Mirror descent  Epoch gradient descent  Optimal convergence rate  
Constrained Consensus Algorithms With Fixed Step Size for Distributed Convex Optimization Over Multiagent Networks 期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2017, 卷号: 62, 期号: 8, 页码: 4259-4265
作者:  Liu, Qingshan;  Yang, Shaofu;  Hong, Yiguang
收藏  |  浏览/下载：131/0  |  提交时间：2018/07/30
Constrained consensus  convergence  distributed optimization  multiagent network  
Quantized Leaderless and Leader-Following Consensus of High-Order Multi-Agent Systems With Limited Data Rate 期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2016, 卷号: 61, 期号: 9, 页码: 2432-2447
作者:  Qiu, Zhirong;  Xie, Lihua;  Hong, Yiguang
收藏  |  浏览/下载：127/0  |  提交时间：2018/07/30
Data rate  distributed consensus  high-order dynamics  integrator systems  multi-agent systems  quantization  
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
作者:  Yuan, Deming;  Ho, Daniel W. C.;  Hong, Yiguang
收藏  |  浏览/下载：146/0  |  提交时间：2018/07/30
distributed convex optimization  constrained optimization algorithm  stochastic gradient  convergence rate