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A Minibatch Proximal Stochastic Recursive Gradient Algorithm Using a Trust-Region-Like Scheme and Barzilai-Borwein Stepsizes 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 卷号: 32, 期号: 10, 页码: 4627-4638
作者:  Yu, Tengteng;  Liu, Xin-Wei;  Dai, Yu-Hong;  Sun, Jie
收藏  |  浏览/下载：113/0  |  提交时间：2022/04/02
Convergence  Convex functions  Risk management  Gradient methods  Learning systems  Sun  Barzilai-Borwein (BB) method  empirical risk minimization (ERM)  proximal method  stochastic gradient  trust-region  
Distributed Continuous-Time Nonsmooth Convex Optimization With Coupled Inequality Constraints 期刊论文
IEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS, 2020, 卷号: 7, 期号: 1, 页码: 74-84
作者:  Li, Xiuxian;  Xie, Lihua;  Hong, Yiguang
收藏  |  浏览/下载：140/0  |  提交时间：2020/05/24
Continuous-time algorithms  coupled inequality constraints  distributed convex optimization  multiagent networks  nonsmooth analysis  
Adaptive Exact Penalty Design for Constrained Distributed Optimization 期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2019, 卷号: 64, 期号: 11, 页码: 4661-4667
作者:  Zhou, Hongbing;  Zeng, Xianlin;  Hong, Yiguang
收藏  |  浏览/下载：116/0  |  提交时间：2020/05/24
Optimization  Distributed algorithms  Linear programming  Convex functions  Adaptive control  Convergence  Adaptive algorithms  Adaptive algorithm  convex and nondifferentiable function  distributed optimization  exact penalty method  
Distributed continuous-time algorithm for a general nonsmooth monotropic optimization problem 期刊论文
INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2019, 卷号: 29, 期号: 10, 页码: 3252-3266
作者:  Li, Xiuxian;  Xie, Lihua;  Hong, Yiguang
收藏  |  浏览/下载：156/0  |  提交时间：2020/01/10
continuous-time networks  distributed convex optimization  general monotropic optimization problems  nonsmooth analysis  
AN OUTER APPROXIMATION METHOD FOR A CLASS OF MINIMAX CONVEX MINLP PROBLEMS 期刊论文
JOURNAL OF NONLINEAR AND CONVEX ANALYSIS, 2019, 卷号: 20, 期号: 3, 页码: 379-393
作者:  Chen, Liang;  Dai, Yu-Hong;  Wei, Zhou
收藏  |  浏览/下载：196/0  |  提交时间：2020/01/10
Minimax convex problem  MINLP  outer approximation  subgradient  master program  
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：121/0  |  提交时间：2019/10/28
distributed stochastic optimization  gradient-/subgadient-free algorithm  nonsmoothness  randomized differences  
Distributed Continuous-Time Algorithms for Resource Allocation Problems Over Weight-Balanced Digraphs 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 卷号: 48, 期号: 11, 页码: 3116-3125
作者:  Deng, Zhenhua;  Liang, Shu;  Hong, Yiguang
收藏  |  浏览/下载：235/0  |  提交时间：2018/11/16
Distributed optimization  multiagent systems  nonsmooth analysis  projected dynamical systems  resource allocation  weight-balanced digraphs  
Distributed Continuous-Time Algorithms for Resource Allocation Problems Over Weight-Balanced Digraphs 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 卷号: 48, 期号: 11, 页码: 3116-3125
作者:  Deng, Zhenhua;  Liang, Shu;  Hong, Yiguang
收藏  |  浏览/下载：124/0  |  提交时间：2019/10/28
Distributed optimization  multiagent systems  nonsmooth analysis  projected dynamical systems  resource allocation  weight-balanced digraphs  
Distributed Nonsmooth Optimization With Coupled Inequality Constraints via Modified Lagrangian Function 期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2018, 卷号: 63, 期号: 6, 页码: 1753-1759
作者:  Liang, Shu;  Zeng, Xianlin;  Hong, Yiguang
收藏  |  浏览/下载：143/0  |  提交时间：2018/07/30
Coupled constraint  distributed optimization  modified Lagrangian function  nonsmooth analysis  primal-dual dynamics  
Distributed Algorithm for Robust Resource Allocation with Polyhedral Uncertain Allocation Parameters 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2018, 卷号: 31, 期号: 1, 页码: 103-119
作者:  Zeng, Xianlin;  Yi, Peng;  Hong, Yiguang
收藏  |  浏览/下载：163/0  |  提交时间：2018/07/30
Distributed optimization  resource allocation  robust optimization  polyhedral uncertain parameters  nonsmooth optimization