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A robust density peaks clustering algorithm using fuzzy neighborhood

文献类型：期刊论文

作者Du, Mingjing2; Ding, Shifei1,2; Xue, Yu3
刊名INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS
出版日期2018-07-01
卷号9期号:7页码:1131-1140
关键词Clustering analysis Density peaks clustering Fuzzy joint points Fuzzy neighborhood relation
ISSN号1868-8071
DOI10.1007/s13042-017-0636-1
英文摘要The density peaks (DP) clustering approach, a novel density-based clustering algorithm, detects clusters with arbitrary shape. However, this method uses a crisp neighborhood relation to calculate local density. It cannot identify the different values of the neighborhood membership degrees of the points with respect to different distances from core point. The proposed FN-DP (fuzzy neighborhood density peaks) clustering algorithm uses fuzzy neighborhood relation to define the local density in FJP (fuzzy joint points) algorithm. The proposed algorithm integrates the speed of DP clustering algorithm with the robustness of FJP algorithm. The experimental results illustrate the superior performance of our algorithm compared with the DP clustering approach.
资助项目National Natural Science Foundation of China[61379101] ; National Natural Science Foundation of China[61672522] ; National Basic Research Program of China[2013CB329502] ; Priority Academic Program Development of Jiangsu Higer Education Institutions (PAPD) ; Jiangsu Collaborative Innovation Center on Atmospheric Environment and Equipment Technology (CICAEET)
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000436014500006
出版者SPRINGER HEIDELBERG
源URL[http://119.78.100.204/handle/2XEOYT63/5140]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Ding, Shifei
作者单位1.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing, Peoples R China
2.China Univ Min & Technol, Sch Comp Sci & Technol, Xuzhou, Jiangsu, Peoples R China
3.Nanjing Univ Informat Sci & Technol, Sch Comp & Software, Nanjing 210044, Jiangsu, Peoples R China
推荐引用方式
GB/T 7714		 Du, Mingjing,Ding, Shifei,Xue, Yu. A robust density peaks clustering algorithm using fuzzy neighborhood[J]. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS,2018,9(7):1131-1140.
APA Du, Mingjing,Ding, Shifei,&Xue, Yu.(2018).A robust density peaks clustering algorithm using fuzzy neighborhood.INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS,9(7),1131-1140.
MLA Du, Mingjing,et al."A robust density peaks clustering algorithm using fuzzy neighborhood".INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS 9.7(2018):1131-1140.

入库方式： OAI收割

来源：计算技术研究所

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