Distributed Consensus-Based K-Means Algorithm in Switching Multi-Agent Networks
文献类型：期刊论文
| 作者 | Lin Peng1; Wang Yinghui; Qi Hongsheng ; Hong Yiguang
|
| 刊名 | JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY
 |
| 出版日期 | 2018-10-01 |
| 卷号 | 31期号:5页码:1128-1145 |
| 关键词 | Consensus-based algorithm distributed K-means clustering multi-agent network switching topology |
| ISSN号 | 1009-6124 |
| DOI | 10.1007/s11424-018-7102-3 |
| 英文摘要 | This paper discusses a distributed design for clustering based on the K-means algorithm in a switching multi-agent network, for the case when data are decentralized stored and unavailable to all agents. The authors propose a consensus-based algorithm in distributed case, that is, the double-clock consensus-based K-means algorithm (DCKA). With mild connectivity conditions, the authors show convergence of DCKA to guarantee a distributed solution to the clustering problem, even though the network topology is time-varying. Moreover, the authors provide experimental results on various clustering datasets to illustrate the effectiveness of the fully distributed algorithm DCKA, whose performance may be better than that of the centralized K-means algorithm. |
| 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[61733018] ; National Natural Science Foundation of China[61374168] |
| WOS研究方向 | Mathematics |
| 语种 | 英语 |
| WOS记录号 | WOS:000441202600002 |
| 出版者 | SPRINGER HEIDELBERG |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/30776]  |
| 专题 | 系统科学研究所 |
| 通讯作者 | Lin Peng |
| 作者单位 | 1.Chinese Acad Sci, Acad Math & Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Sch Math Sci, Beijing 100190, Peoples R China |
| 推荐引用方式 GB/T 7714 | Lin Peng,Wang Yinghui,Qi Hongsheng,et al. Distributed Consensus-Based K-Means Algorithm in Switching Multi-Agent Networks[J]. JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,2018,31(5):1128-1145. |
| APA | Lin Peng,Wang Yinghui,Qi Hongsheng,&Hong Yiguang.(2018).Distributed Consensus-Based K-Means Algorithm in Switching Multi-Agent Networks.JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY,31(5),1128-1145. |
| MLA | Lin Peng,et al."Distributed Consensus-Based K-Means Algorithm in Switching Multi-Agent Networks".JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY 31.5(2018):1128-1145. |
入库方式： OAI收割
来源：数学与系统科学研究院
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