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Author:

Wang, Feng (Wang, Feng.) | Zhang, Hongbin (Zhang, Hongbin.)

Indexed by:

EI Scopus

Abstract:

Traditional kernelised classification methods could not perform well sometimes because of the using of 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 sets 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. © 2009 Springer Berlin Heidelberg.

Keyword:

Classification (of information) Pattern recognition Machine learning Data mining

Author Community:

  • [ 1 ] [Wang, Feng]College of Computer Science, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Zhang, Hongbin]College of Computer Science, Beijing University of Technology, Beijing 100124, China

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Source :

ISSN: 0302-9743

Year: 2009

Volume: 5632 LNAI

Page: 107-122

Language: English

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: 10

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