关键词: 数据挖掘, 聚类分析, 可视化, 自组织神经网络

Abstract: Clustering analysis is the core in data mining technology.By using the related visualization methods to visual clustering result，the distribution of data is presented in a directly and visually form in order to allow policy-maker to analysis data directly.I-Miner is an enterprise data mining tool，and it is used to clustering analysis or visual clustering result by kinds of methods.Through using the S language to develop software function，the K-Medoids，SOM，and SOM combining with K-Medoids algorithms are programmed.Particularly in the high dimensional data visualization，the star chart and the U-matrix by SOM are developed to deal with the defect of the software I-Miner about clustering and visual high dimensional data.

Key words: data mining, clustering analysis, visualization, self-organizing map