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A NOVEL CLUSTER ANALYSIS METHOD SUPERVISED BY STATISTICAL TESTS
基于统计检验指导的聚类分析方法

Keywords: Cluster tendency,Cluster analysis,Cluster validity,Statistical tests
聚类趋势
,聚类分析,聚类有效性,统计检验

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Abstract:

A novel cluster analysis method supervised by statistical tests is proposed in this paper, which processes three key problems in data analysis, cluster tendency, cluster analysis and cluster validity, simultaneously. So, it provides an analysis tool for the validity and reasonableness of pattern unsupervised classification, especially in the case of large number of samples. The experimental results demonstrate its effectiveness.

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