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A new SVM multiclass classification based on binary tree
一种新的基于二叉树的SVM多类分类方法

Keywords: multi-class classification,support vector machine(SVM),binary tree,Self-Organization Map(SOM)
多类分类
,支持向量机,二叉树,自组织映射

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Abstract:

The problems and defections of the existing methods of SVM multi-class classification were analyzed.A multi-class classification based on binary tree was put forward.A modified self-organization map(SOM),KSOM(kernel-based SOM),was introduced to convert the multi-class problem into binary tress,in which the binary decisions were made by SVMs.The results show that it has higher multiclass classification accuracy than the multi-class SVM approaches with "one-versus-one" and "one-versus-the rest".

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