KMS Of Academy of mathematics and systems sciences, CAS
| Distributed regression estimation with incomplete data in multi-agent networks | |
Wang, Yinghui1,2; Lin, Peng1,2; Hong, Yiguang2
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| 2018-09-01 | |
| Source Publication | SCIENCE CHINA-INFORMATION SCIENCES
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| ISSN | 1674-733X |
| Volume | 61Issue:9Pages:14 |
| Abstract | 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. |
| Keyword | multi-agent systems time-varying network estimation with incomplete data online learning stochastic approximation |
| DOI | 10.1007/s11432-016-9173-8 |
| Language | 英语 |
| Funding Project | 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 Research Area | Computer Science ; Engineering |
| WOS Subject | Computer Science, Information Systems ; Engineering, Electrical & Electronic |
| WOS ID | WOS:000429096900002 |
| Publisher | SCIENCE PRESS |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.amss.ac.cn/handle/2S8OKBNM/30013 |
| Collection | 系统科学研究所 |
| Corresponding Author | Wang, Yinghui |
| Affiliation | 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 |
| Recommended Citation 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. |
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