A robust density peaks clustering algorithm using fuzzy neighborhood

doi:10.1007/s13042-017-0636-1

	A robust density peaks clustering algorithm using fuzzy neighborhood
	Du, Mingjing 1; Ding, Shifei 1,2; Xue, Yu 3
	2018-07-01
发表期刊	INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS
ISSN	1868-8071
卷号	9 期号:7 页码:1131-1140
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.
关键词	Clustering analysis Density peaks clustering Fuzzy joint points Fuzzy neighborhood relation
DOI	10.1007/s13042-017-0636-1
收录类别	SCI
语种	英语
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
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000436014500006
出版者	SPRINGER HEIDELBERG
引用统计	被引频次：53[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/5141
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.China Univ Min & Technol, Sch Comp Sci & Technol, Xuzhou, Jiangsu, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing, 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.