郭崇慧

个人信息Personal Information

教授

博士生导师

硕士生导师

主要任职:Director of Institute of Systems Engineering

其他任职:大连市数据科学与知识管理重点实验室主任

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:系统工程研究所

学科:管理科学与工程. 系统工程

办公地点:经济管理学院D337室

联系方式:0411-84708007

电子邮箱:dlutguo@dlut.edu.cn

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A Hybrid Clustering Algorithm Based on Dimensional Reduction and K-Harmonic Means

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论文类型:会议论文

发表时间:2008-10-12

收录刊物:EI、CPCI-S、Scopus

页面范围:11368-+

关键字:Clustering Algorithm; K-harmonic Means; Principal Component Analysis

摘要:Clustering analysis is an active and challenge research direction in the field of data mining. In this paper we propose a new clustering algorithm based on dimensional reduction approach and K-harmonic means algorithm. Numerical results illustrate that the new hybrid clustering algorithm has advantages in the computation time, iteration numbers and clustering results in most cases, and it is also an algorithm which is suitable for large scale data sets.