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A Novel Fuzzy Multiple Spheres Classification Algorithm and its Ensemble Method
一种新的模糊多球分类算法及其集成方法

Keywords: Pattern classification,Mountain function,Fuzzy membership function,Classification ensemble
模式分类
,山峰函数,模糊隶属函数,分类集成

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Abstract:

In this paper, a novel fuzzy multiple spheres classification algorithm is proposed. In the training process all training samples of each class are covered by the constructed multiple spheres. Each of sphere encompasses as many samples with the same class. In the classification process a fuzzy membership function is defined to label the testing samples. Moreover, an ensemble method based on the proposed classification algorithm is presented. Finally, experiments on four real datasets show that our approach i...

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