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Structural Risk Minimization for Controlling Generalization Performance of Rough Set Learning Machine
粗糙集学习机器泛化性能控制的结构风险最小化方法

Keywords: Rough sets,Generalization performance,Structural risk minimization
粗糙集
,泛化性能,结构风险最小化

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Abstract:

The factors influencing the generalization performance of rough set learning machine were analyzed. Through introducing the principle of structural risk minimization into rough set learning process, structural risk minimization on rough set learning was proposed. Experiments on 12 UCI data sets show that the proposed method is effective for improving the generalization performance of rough set learning machine.

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