[1] BOYD S, PARIKH N, CHU E, et al. Distributed optimization and statistical learning via the alternating direction method of multipliers[J]. Foundations & Trends in Machine Learning, 2010, 3(1):1-122. [2] DÖRFLER F, CHERTKOV M, BULLO F. Synchronization in complex oscillator networks and smart grids[J]. Proceedings of the National Academy of Sciences, 2013, 110(6):2005-2010. [3] OLFATI-SABER R, FAX J A, MURRAY R M. Consensus and cooperation in networked multi-agent systems[J]. Proceedings of the IEEE, 2007, 95(1):215-233. [4] ZINKEVICH M. Online convex programming and generalized infinitesimal gradient ascent[C]//Proceedings of the 2003 International Conference on Machine Learning. Menlo Park, CA:AAAI Press, 2003:928-936. [5] 郭向梅.多个体系统分布式对偶优化算法的研究[D].淮南:安徽理工大学,2015:1-44. (GUO X M. Distributed dual optimization algorithm for multi-agent systems[D]. Huainan:Anhui University of Science and Technology, 2015:1-44.) [6] 陈振宏,兰艳艳,郭嘉丰,等. 基于判别式聚合的分布随机梯度下降算法[J].计算机学报,2015,38(10):2054-2063. (CHEN Z H, LAN Y Y, GUO J F, et al. Distributed stochastic gradient descent algorithm based on discriminative aggregating[J]. Chinese Journal of Computers, 2015, 38(10):2054-2063.) [7] 许浩锋,凌青.分布式在线交替方向乘子法[J].计算机应用,2015,35(6):1595-1599. (XU H F, LING Q. Decentralized online alternating method of direction multipliers[J]. Journal of Computer Applications, 2015, 35(6):1595-1599.) [8] SAGHAR H, CHAPMAN A, MESBAHI M. Online distributed optimization via dual averaging[C]//Proceedings of the 201452nd IEEE Conference on Decision and Control. Piscataway, NJ:IEEE, 2014:1484-1489. [9] HAZAN E, AGARWAL A, KALE S. Logarithmic regret algorithms for online convex optimization[J]. Machine Learning, 2007, 69(2/3):169-192. [10] XIAO L. Dual averaging methods for regularized stochastic learning and online optimization[J]. Journal of Machine Learning Research, 2010, 11:2543-2596. [11] TSIANOS K I, RABBAT M G. Distributed dual averaging for convex optimization under communication delays[C]//Proceedings of the 2012 American Control Conference. Piscataway, NJ:IEEE, 2012:1067-1072. [12] TSIANOS K I, LAWLOR S, RABBAT M G. Push-sum distributed dual averaging for convex optimization[C]//Proceedings of the 201251st IEEE Conference on Decision and Control. Piscataway, NJ:IEEE, 2012:5453-5458. [13] YAN F, SUNDARAM S, VISHWANATHAN S V N, et al. Distributed autonomous online learning:Regrets and intrinsic privacy-preserving properties[J]. IEEE Transactions on Knowledge and Data Engineering, 2013, 25(11):2483-24931. [14] RAGINSKY M, KIARASHI N, WILLETT R. Decentralized online convex programming with local information[C]//Proceedings of the 2011 American Control Conference. Piscataway, NJ:IEEE, 2011:5363-5369. [15] LEE S, NEDIC A, RAGINSKY M. Coordinate dual averaging for decentralized online optimization with nonseparable global objectives[J]. IEEE Transactions on Control of Network Systems, 2015, 5(1):34-44. [16] DUCHI J C, AGARWAL A, WAINWRIGHT M J. Dual averaging for distributed optimization:convergence analysis and network scaling[J]. IEEE Transactions on Automatic Control, 2012, 57(3):592-606. [17] LIU S, CHEN P-Y, HERO A O. Accelerated distributed dual averaging over evolving networks of growing connectivity[J]. IEEE Transactions on Signal Processing, 2017, 66(7):1845-1859. [18] CHUNG F R K. Spectral Graph Theory[M]. Provindence:American Mathematical Society, 1997:1-212. [19] SHI L, CHENG P, CHEN J. Optimal periodic sensor scheduling with limited resources[J]. IEEE Transactions on Automatic Control, 2011, 56(9):2190-2195. [20] GUPTA V, CHUNG T, HASSIBI B, et al. Sensor scheduling algorithms requiring limited computation[C]//Proceedings of the 2004 IEEE International Conference on Acoustics, Speech, and Signal Processing. Piscataway, NJ:IEEE, 2004:825-828. [21] GUPTA V, CHUNG T H, HASSIBI B, MURRAY R M. On a stochastic sensor selection algorithm with applications in sensor scheduling and sensor coverage[J]. Automatica, 2006, 42(2):251-260. |