SCIS & ISIS
SCIS & ISIS 2008
セッションID: SA-C4-2
会議情報

The Decision of Class borders on a SOM and Its Application to the Clustering
*Nobuo MATSUDAHeizo TOKUTAKA
著者情報
キーワード: Class border, Spherical SOM, LVQ
会議録・要旨集 フリー

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抄録
In this paper, we propose a method for determining class borders. The method approxi- mates the borders on a SOM from nearest neighbor data set of different classes. The method decides the border on the SOM using the characteristics of the SOM which can map a high dimensional data set to a low dimensional map which is 2 or 3 dimensions. Using iris data set and the wine data set, it is shown that the proposed method can improve the accuracy of cluster analysis. The method allows the class borders to be visualized accurately and com- prehensible. The advantages were successfully dem- onstrated using two examples which contain the class borders that are really difficult to depict.
著者関連情報
© 2008 Japan Society for Fuzzy Theory and Intelligent Informatics
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