※ Monographs/Books:
[M1] Deming Yuan, Alexandre Proutiere, Guodong Shi (2024). Multi-agent Online Optimization. Foundations and Trends® in Optimization: Vol. 7: No. 2-3, pp 81-263. http://dx.doi.org/10.1561/2400000037 (now publishers - Multi-agent Online Optimization)
※ Selected Journal Publications:
[J33] Lei Wang, Zihao Ren, Deming Yuan*, Guodong Shi. IEEE Transactions on Automatic Control, in press, 2024, DOI: 10.1109/TAC.2024.3488492
[J32] Mingcheng Dai, Daniel W. C. Ho, Baoyong Zhang, Deming Yuan, and Shengyuan Xu. Distributed online convex optimization with statistical privacy. IEEE Transactions on Neural Networks and Learning Systems, in press, 2024, DOI: 10.1109/TNNLS.2024.3492144
[J31] Deming Yuan, Lei Wang, Alexandre Proutiere, Guodong Shi. Distributed zeroth-order optimization: convergence rates that match centralized counterpart. Automatica, 159: 111328, 2024. (Regular Paper)
[J30] Wentao Zhang, Yang Shi, Baoyong Zhang, Deming Yuan, Shengyuan Xu. Dynamic regret of distributed online saddle point problem. IEEE Transactions on Automatic Control, 69(4): 2522-2529, 2024.
[J29] Cong Wang, Shengyuan Xu, Deming Yuan. Distributed online stochastic-constrained convex optimization with bandit feedback. IEEE Transactions on Cybernetics, 54(1): 63-75, 2024.
[J28] Deming Yuan, Baoyong Zhang, Shengyuan Xu, Huanyu Zhao. Distributed regularized online optimization using forward–backward splitting. Control Theory and Technology, 21: 212-221, 2023.
[J27] Cong Wang, Shengyuan Xu, Deming Yuan, Baoyong Zhang, Zhengqiang Zhang. Push-sum distributed dual averaging for convex optimization in multiagent systems with communication delays. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 53(3): 1420-1430, 2023.
[J26] Wentao Zhang, Yang Shi, Baoyong Zhang, Kaihong Lu, Deming Yuan. Quantized distributed online projection-free convex optimization. IEEE Control Systems Letters, 7: 1837-1842, 2023.
[J25] Zhan Yu, Daniel W. C. Ho, Deming Yuan, Jie Liu. Distributed stochastic constrained composite optimization over time-varying network with a class of communication noise. IEEE Transactions on Cybernetics, 53(6): 3561-3573, 2023.
[J24] Menghui Xiong, Baoyong Zhang, Daniel W. C. Ho, Deming Yuan, Shengyuan Xu. Event-triggered distributed stochastic mirror descent for convex optimization. IEEE Transactions on Neural Networks and Learning Systems, 34(9): 6480-6491, 2023.
[J23] Deming Yuan, Alexandre Proutiere, Guodong Shi. Distributed online optimization with long-term constraints. IEEE Transactions on Automatic Control, 67(3): 1089-1104, 2022. (Regular Paper)
[J22] Deming Yuan, Baoyong Zhang, Daniel W.C. Ho, Wei Xing Zheng, Shengyuan Xu. Distributed online bandit optimization under random quantization. Automatica, 146: 110590, 2022.
[J21] Zhan Yu, Daniel W. C. Ho, Deming Yuan. Distributed randomized gradient-free mirror descent algorithm for constrained optimization. IEEE Transactions on Automatic Control, 67(2): 957-964, 2022.
[J20] Cong Wang, Shengyuan Xu, Deming Yuan, Baoyong Zhang, Zhengqiang Zhang. Push-sum distributed online optimization with bandit feedback. IEEE Transactions on Cybernetics, 52(4): 2263-2273, 2022.
[J19] Menghui Xiong, Baoyong Zhang, Deming Yuan, Shengyuan Xu. Distributed quantized mirror descent for strongly convex optimization over time-varying directed graph. SCIENCE CHINA Information Sciences, 65: 202202, 2022. (Research Paper)
[J18] Deming Yuan, Abhishek Bhardwaj, Ian R. Petersen, Elizabeth Ratnam, Guodong Shi. Towards online optimization for power grids. ACM SIGENERGY Energy Informatics Review, 1(1), Nov. 2021. (inaugural issue)
[J17] Deming Yuan, Yiguang Hong, Daniel. W. C. Ho, Shengyuan Xu. Distributed mirror descent for online composite optimization. IEEE Transactions on Automatic Control, 66(2): 714-729, 2021. (Regular Paper)
[J16] Deming Yuan, Alexandre Proutiere, Guodong Shi. Distributed online linear regressions. IEEE Transactions on Information Theory, 67(1): 616-639, 2021. (Full Paper)
[J15] Deming Yuan, Daniel. W. C. Ho, Shengyuan Xu. Stochastic strongly-convex optimization via distributed epoch stochastic gradient algorithm. IEEE Transactions on Neural Networks and Learning Systems, 32(6): 2344-2357, 2021.
[J14] Ting Wang, Baoyong Zhang, Deming Yuan, Yijun Zhang. Event-based extended dissipative state estimation for memristor-based markovian neural networks with hybrid time-varying delays. IEEE Transactions on Circuits and Systems-I: Regular Systems, 68(11): 4520-4533, 2021.
[J13] Deming Yuan, Yiguang Hong, Daniel W. C. Ho, Guo-ping Jiang. Optimal distributed stochastic mirror descent for strongly convex optimization. Automatica, 90: 196-203, 2018.
[J12] Deming Yuan, Daniel W. C. Ho, Guo-ping Jiang. An adaptive primal-dual subgradient algorithm for online distributed constrained optimization. IEEE Transactions on Cybernetics, 48(11): 3045-3055, 2018.
[J11] Deming Yuan, Daniel W. C. Ho, Yiguang Hong. On convergence rate of distributed stochastic gradient algorithm for convex optimization with inequality constraints. SIAM Journal on Control and Optimization, 54(5): 2872-2892, 2016.
[J10] Deming Yuan, Daniel W. C. Ho, Shengyuan Xu. Zeroth-order method for distributed optimization with approximate projections. IEEE Transactions on Neural Networks and Learning Systems, 27(2): 284-294, 2016.
[J9] Deming Yuan, Daniel W. C. Ho, Shengyuan Xu. Regularized primal-dual subgradient method for distributed constrained optimization. IEEE Transactions on Cybernetics, 46(9): 2109-2118, 2016.
[J8] Deming Yuan, Daniel W. C. Ho. Randomized gradient-free method for multiagent optimization over time-varying networks. IEEE Transactions on Neural Networks and Learning Systems, 26(6): 1342-1347, 2015.
[J7] Deming Yuan, Shengyuan Xu, Junwei Lu. Gradient-free method for distributed multi-agent optimization via push‐sum algorithms. International Journal of Robust and Nonlinear Control, 25(10): 1569-1580, 2015.
[J6] Deming Yuan, Daniel W. C. Ho, Shengyuan Xu. Inexact dual averaging method for distributed multi-agent optimization. Systems & Control Letters, 71: 23-30, 2014.
[J5] Deming Yuan, Shengyuan Xu, Baoyong Zhang, Lina Rong. Distributed primal–dual stochastic subgradient algorithms for multi‐agent optimization under inequality constraints. International Journal of Robust and Nonlinear Control, 23(16): 1846-1868, 2013.
[J4] Deming Yuan, Shengyuan Xu, Huanyu Zhao, Lina Rong. Distributed dual averaging method for multi-agent optimization with quantized communication. Systems & Control Letters, 61(11): 1053-1061, 2012.
[J3] Huanyu Zhao, Wei Ren, Deming Yuan, Jie Chen. Distributed discrete-time coordinated tracking with Markovian switching topologies. Systems & Control Letters, 61(7): 766-772, 2012.
[J2] Deming Yuan, Shengyuan Xu, Huanyu Zhao. Distributed primal-dual subgradient method for multiagent optimization via consensus algorithms. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, 41(6): 1715-1724, 2011.
[J1] Deming Yuan, Shengyuan Xu, Huanyu Zhao, Yuming Chu. Distributed average consensus via gossip algorithm with real-valued and quantized data for 0<q<1. Systems & Control Letters, 59(9): 536-542, 2010.
※ Selected Conference Publications:
[C6] Zihao Ren, Lei Wang, Deming Yuan, Hongye Su, Guodong Shi. Spatio-temporal communication compression in distributed prime-dual flows. In CDC 2024, accepted for publication.
[C5] Zhipeng Tu, Xi Wang, Yiguang Hong, Lei Wang, Deming Yuan, Guodong Shi. Distributed online convex optimization with compressed communication. In NeurIPS 2022, New Orleans, USA, 2022, pp. 34492-34504.
[C4] Mingcheng Dai, Deming Yuan, Baoyong Zhang. Differentially private distributed online linear regression over a time-varying network. In Proceedings of 2021 5th Chinese Conference on Swarm Intelligence and Cooperative Control, Shenzhen,China, November 2022, pp. 752-763.
[C3] Deming Yuan, Daniel W. C. Ho, Yiguang Hong, Guoping Jiang. Online bandit convex optimization over a network. In 2016 35th Chinese Control Conference (CCC), Chengdu, China, July 2016, pp. 8090-8095.
[C2] Deming Yuan. Gossip-based gradient-free method for multi-agent optimization: constant step size analysis. In 2014 33rd Chinese Control Conference (CCC), Nanjing, China, July 2014, pp. 1349-1353.
[C1] Huanyu Zhao, Wei Ren, Shengyuan Xu, Deming Yuan. Distributed discrete-time coordinated tracking for networked single-integrator agents under a Markovian switching topology. In Proceedings of the 2011 American Control Conference, San Francisco, CA, USA, August 2011, pp. 1624-1629.