中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
A new Automatic Density Cluster

文献类型:会议论文

作者Zhang T(张涛); Li S(李帅); Liu C(刘昶); Zhou XF(周晓锋)
出版日期2017
会议名称IEEE 2nd Information Technology, Networking, Electronic and Automation Control Conference (ITNEC)
会议日期December 15-17, 2017
会议地点Chengdu, CHINA
关键词density clusters merge automatic asymmetry
页码1539-1543
通讯作者Zhang T(张涛)
中文摘要Clustering is an important unsupervised learning approach with wide application in data mining, pattern recognition and intelligent information processing. Density clustering is a classical clustering method for handling with non-spherical clusters, besides density clustering could operate by itself without setting the number of clusters, so it is extensive used by us. But there are some avoidless defects, such as, for asymmetry density data the effect is unsatisfactory. This paper introduce a new automatic density cluster algorithm, it brings the neighborhood radius on behalf of the density, then it abandons "minPts", so change the way to grabble clusters, the Clustering Results have a phanerous improvement.
收录类别EI ; CPCI(ISTP)
产权排序1
会议主办者IEEE PRESS
会议录PROCEEDINGS OF 2017 IEEE 2ND INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC)
会议录出版者IEEE
会议录出版地NEW YORK
语种英语
ISBN号978-1-5090-6414-4
WOS记录号WOS:000426941100305
源URL[http://ir.sia.cn/handle/173321/21740]  
专题沈阳自动化研究所_数字工厂研究室
作者单位1.University of Chinese Academy of Sciences, Beijing, China
2.Shenyang Institute of Automation, Chinese Academy of Sciences, Liaoning Province Shenyang, China
3.Key Laboratory of Network Control System, Chinese Academy of Sciences, Liaoning Province Shenyang, China
推荐引用方式
GB/T 7714
Zhang T,Li S,Liu C,et al. A new Automatic Density Cluster[C]. 见:IEEE 2nd Information Technology, Networking, Electronic and Automation Control Conference (ITNEC). Chengdu, CHINA. December 15-17, 2017.

入库方式: OAI收割

来源:沈阳自动化研究所

浏览0
下载0
收藏0
其他版本

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。