A Novel Minkowski-distance-based Consensus Clustering Algorithm
文献类型：期刊论文
| 作者 | De-Gang Xu; Pan-Lei Zhao; Chun-Hua Yang; Wei-Hua Gui; Jian-Jun He |
| 刊名 | International Journal of Automation and Computing
 |
| 出版日期 | 2017 |
| 卷号 | 14期号:1页码:33-44 |
| 关键词 | Minkowski distance consensus clustering similarity matrix process data froth flotation. |
| ISSN号 | 1476-8186 |
| DOI | 10.1007/s11633-016-1033-z |
| 文献子类 | IJAC-IA-2016-01-028.pdf |
| 英文摘要 | Consensus clustering is the problem of coordinating clustering information about the same data set coming from different runs of the same algorithm. Consensus clustering is becoming a state-of-the-art approach in an increasing number of applications. However, determining the optimal cluster number is still an open problem. In this paper, we propose a novel consensus clustering algorithm that is based on the Minkowski distance. Fusing with the Newman greedy algorithm in complex networks, the proposed clustering algorithm can automatically set the number of clusters. It is less sensitive to noise and can integrate solutions from multiple samples of data or attributes for processing data in the processing industry. A numerical simulation is also given to demonstrate the effectiveness of the proposed algorithm. Finally, this consensus clustering algorithm is applied to a froth flotation process. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/42464]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 作者单位 | College of Information Science and Engineering, Central South University, Changsha 410083, China |
| 推荐引用方式 GB/T 7714 | De-Gang Xu,Pan-Lei Zhao,Chun-Hua Yang,et al. A Novel Minkowski-distance-based Consensus Clustering Algorithm[J]. International Journal of Automation and Computing,2017,14(1):33-44. |
| APA | De-Gang Xu,Pan-Lei Zhao,Chun-Hua Yang,Wei-Hua Gui,&Jian-Jun He.(2017).A Novel Minkowski-distance-based Consensus Clustering Algorithm.International Journal of Automation and Computing,14(1),33-44. |
| MLA | De-Gang Xu,et al."A Novel Minkowski-distance-based Consensus Clustering Algorithm".International Journal of Automation and Computing 14.1(2017):33-44. |
入库方式： OAI收割
来源：自动化研究所
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