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Author:

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

Indexed by:

EI Scopus PKU CSCD

Abstract:

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.

Keyword:

Functions Pattern recognition Measurements Vectors Matrix algebra Sampling

Author Community:

  • [ 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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Source :

Acta Electronica Sinica

ISSN: 0372-2112

Year: 2005

Issue: SUPPL.

Volume: 33

Page: 2459-2463

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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