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最优双核复合分类算法的构造

王峰 张鸿宾

电子学报2012,Vol.40Issue(2):260-265,6.
电子学报2012,Vol.40Issue(2):260-265,6.DOI:10.3969/j.issn.0372-2112.2012.02.009

最优双核复合分类算法的构造

Optimal Double-Kernel Combination Method for Classification

王峰 1张鸿宾1

作者信息

  • 1. 北京工业大学计算机学院,北京100124
  • 折叠

摘要

Abstract

Traditional kernelised classification methods could not perform well sometimes because of using a single and fixed kernel,especially on some complicated data sets. In this paper,a novel optimal double-kernel combination (ODKC) method is proposed for complicated classification tasks. Firstly, data are mapped by two basic kernels into different feature spaces respectively, and then three kinds of optimal composite kernels are constructed by integrating information of the two feature spaces. Comparative experiments demonstrate the effectiveness of our methods.

关键词

核方法/双核复合/分类

Key words

kernel methods/double-kernel combination/classification

分类

信息技术与安全科学

引用本文复制引用

王峰,张鸿宾..最优双核复合分类算法的构造[J].电子学报,2012,40(2):260-265,6.

基金项目

国家自然科学基金(No.60775011,No.61005001) (No.60775011,No.61005001)

电子学报

OA北大核心CSCDCSTPCD

0372-2112

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