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Author:

Wu, Lifang (Wu, Lifang.) (Scholars:毋立芳) | Wei, Ning (Wei, Ning.) | Wang, Juanjuan (Wang, Juanjuan.) | Guo, Yue (Guo, Yue.)

Indexed by:

EI Scopus

Abstract:

In this paper, a new nonlinear classification algorithm is proposed using Isomap (ISOmetric feature MAPping). First, nonlinear dimensionality reduction algorithm is implemented using Isomap; then nonlinear mapping matrix is approximated by local linear mapping; next dimensionality reduction for all data sets is implemented by local linear mapping; finally linear classification is implemented. Experimental results confirm the efficiency of proposed algorithm. © 2006 IEEE.

Keyword:

Mapping Dimensionality reduction Classification (of information)

Author Community:

  • [ 1 ] [Wu, Lifang]School of Electronic Information and Control Engineering, Beijing University of Technology
  • [ 2 ] [Wei, Ning]School of Electronic Information and Control Engineering, Beijing University of Technology
  • [ 3 ] [Wang, Juanjuan]School of Electronic Information and Control Engineering, Beijing University of Technology
  • [ 4 ] [Guo, Yue]School of Electronic Information and Control Engineering, Beijing University of Technology

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Source :

Year: 2006

Page: 22-25

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 5

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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