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OALib Journal期刊
ISSN: 2333-9721
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New text clustering method based on statistical reduction dimension and Kohonen network
一种统计降维和Kohonen网络相结合的文本聚类方法

Keywords: WMI,statistical reduction dimension,Kohonen network,text clustering
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,统计降维,Kohonen网络,文本聚类

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Abstract:

A new text clustering method based on WMI(words mutual information) statistical reduction dimension approach and Kohonen network(SOFM network) was proposed. This method considered the mutual information between text features and improved the efficiency of reduction dimension largely.Text clustering used Kohonen network whose learning rate was dropped with time.The experiments indicate that the clustering result obtained using this combined method has much higher precision than that using general reduction dimension approach.

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