CLUSTERING VALIDITY BASED ON THE IMPROVED SDBW INDEX

被引:0
|
作者
Tong Jianhua Tan Hongzhou(Department of Electronics and Communication Engineering
机构
关键词
Clustering validity; Inter-cluster similarity; Intra-cluster similarity;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
For many clustering algorithms,it is very important to determine an appropriate number of clusters,which is called cluster validity problem.In this paper,a new clustering validity assessment index is proposed based on a novel method to select the margin point between two clusters for in-ter-cluster similarity more accurately,and provides an improved scatter function for intra-cluster similarity.Simulation results show the effectiveness of the proposed index on the data sets under consideration regardless of the choice of a clustering algorithm.
引用
收藏
页码:258 / 264
页数:7
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