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作者:

Li, Xiao-Yu (Li, Xiao-Yu.) | Zhang, Xin-Feng (Zhang, Xin-Feng.) | Shen, Lan-Sun (Shen, Lan-Sun.)

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摘要:

Radius basis function(RBF) is a kernel used in SVM widely. Tuning kernel parameters has a significant impact on the performance of SVM generalization, K-fold Cross-Validation is usually adopted in the selection of kernel parameters at present, but it has high demand on computation. Analyzed the meaning of Gram matrix constructed by kernel function, an ideal Gram matrix for demonstrating the similarity between samples is defined; To select the parameter of RBF, a novel method which measures the similarity between the ideal Gram matrix and the Gram matrix obtained through RBF kernel by distance measurement is also presented. Theory analysis and experiment results show that the presented approach not only has a good precision, but simplifies calculation evidently.

关键词:

Functions Matrix algebra Measurements Pattern recognition Sampling Vectors

作者机构:

  • [ 1 ] [Li, Xiao-Yu]Signal and Information Processing Laboratory, Beijing University of Technology, Beijing 100022, China
  • [ 2 ] [Zhang, Xin-Feng]Signal and Information Processing Laboratory, Beijing University of Technology, Beijing 100022, China
  • [ 3 ] [Shen, Lan-Sun]Signal and Information Processing Laboratory, Beijing University of Technology, Beijing 100022, China

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来源 :

Acta Electronica Sinica

ISSN: 0372-2112

年份: 2005

期: SUPPL.

卷: 33

页码: 2459-2463

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