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Author:

Li, Ming-Ai (Li, Ming-Ai.) (Scholars:李明爱) | Wang, Rui (Wang, Rui.) | Hao, Dong-Mei (Hao, Dong-Mei.)

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EI Scopus PKU CSCD

Abstract:

Being aiming at motor imagery EEG, a recognition algorithm based on Neural Network Ensemble (NNE) is presented. The main features of left-right hands imagery movement are obtained by using discrete wavelet transform (DWT), then a NNE model is constructed by Bagging algorithm, and the output result of NNE is received through the relative majority vote method. The experiment results of BCI Competition 2003 database show that the recognition rate is better than that of the single neural network. Moreover, the configuration difficulty of single neural network is reduced, and the generalization ability of the system is improved.

Keyword:

Image compression Neural networks Wavelet transforms Discrete wavelet transforms

Author Community:

  • [ 1 ] [Li, Ming-Ai]Institution of Artificial Intelligence and Robots, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Wang, Rui]Institution of Artificial Intelligence and Robots, Beijing University of Technology, Beijing 100124, China
  • [ 3 ] [Hao, Dong-Mei]Institution of Artificial Intelligence and Robots, Beijing University of Technology, Beijing 100124, China

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Source :

Journal of Beijing University of Technology

ISSN: 0254-0037

Year: 2011

Issue: 3

Volume: 37

Page: 347-352

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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