Distributed regression estimation with incomplete data in multi-agent networks

doi:10.1007/s11432-016-9173-8

CSpace > 系统科学研究所

	Distributed regression estimation with incomplete data in multi-agent networks
	Wang, Yinghui 1,2; Lin, Peng 1,2; Hong, Yiguang2
	2018-09-01
发表期刊	SCIENCE CHINA-INFORMATION SCIENCES
ISSN	1674-733X
卷号	61 期号:9 页码:14
摘要	In this paper, distributed regression estimation problem with incomplete data in a time-varying multi-agent network is investigated. Regression estimation is carried out based on local agent information with incomplete in the non-ignorable mechanism. By virtue of gradient-based design and adaptive filter, a distributed algorithm is proposed to deal with a regression estimation problem with incomplete data. With the help of convex analysis and stochastic approximation techniques, the exact convergence is obtained for the proposed algorithm with incomplete data and a jointly-connected multi-agent topology. Moreover, online regret analysis is also given for real-time learning. Then, simulations for the proposed algorithm are also given to demonstrate how it can solve the estimation problem in a distributed way, even when the network configuration is time-varying.
关键词	multi-agent systems time-varying network estimation with incomplete data online learning stochastic approximation
DOI	10.1007/s11432-016-9173-8
语种	英语
资助项目	National Key Research and Development Program of China[2016YFB0901902] ; National Natural Science Foundation of China[61573344] ; National Natural Science Foundation of China[61333001] ; National Natural Science Foundation of China[61374168]
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Information Systems ; Engineering, Electrical & Electronic
WOS记录号	WOS:000429096900002
出版者	SCIENCE PRESS
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/30013
专题	系统科学研究所
通讯作者	Wang, Yinghui
作者单位	1.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Wang, Yinghui,Lin, Peng,Hong, Yiguang. Distributed regression estimation with incomplete data in multi-agent networks[J]. SCIENCE CHINA-INFORMATION SCIENCES,2018,61(9):14.
APA	Wang, Yinghui,Lin, Peng,&Hong, Yiguang.(2018).Distributed regression estimation with incomplete data in multi-agent networks.SCIENCE CHINA-INFORMATION SCIENCES,61(9),14.
MLA	Wang, Yinghui,et al."Distributed regression estimation with incomplete data in multi-agent networks".SCIENCE CHINA-INFORMATION SCIENCES 61.9(2018):14.