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Constraint Projection-based Support Vector Machines Selective Ensemble Algorithms
基于约束投影的支持向量机选择性集成

Keywords: Constraint project,Selective ensemble,Support vector machines,Classifiers
约束投影
,选择性集成,支持向量机,分类器

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Abstract:

This paper proposed two constraint project-based selective ensemble algorithms of support vector machines.Firstly,projective matrices were determined upon randomly selected must-link and cannot-link constraint sets,with which original training samples were transformed into different representation spaces to learn a group of base classifiers.Then,two selective ensemble techniques of genetic optimization and minimizing deviation errors were utilized to combine base classifiers.Experiments on UCI datasets show...

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