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Author:

Duan, Lijuan (Duan, Lijuan.) (Scholars:段立娟) | Bao, Menghu (Bao, Menghu.) | Miao, Jun (Miao, Jun.) | Xu, Yanhui (Xu, Yanhui.) | Chen, Juncheng (Chen, Juncheng.)

Indexed by:

CPCI-S EI Scopus

Abstract:

Classification of motor imagery electroencephalogram ( EEG) is one of the most important technologies for BCI. To improve the accuracy, this paper introduces a classification system based on Multilayer Extreme Learning Machine (ML-ELM). In the system, the combination of PCA and LDA is chosen as the method of feature extraction and the ML-ELM is used to classify. The ML-ELM has not only the advantage which ELM has but also better performance than ELM. In the experiment, our method is compared with the methods based on ELM, such as kernel-ELM, Constrained-ELM and V-ELM, and some state-of-the-art methods on the same dataset. The experimental results show that ML-ELM is much more suitable for motor imagery EEG data and has better performance than the others.

Keyword:

Multilayer Extreme Motor Imagery Electroencephalogram Classification Learning Machine Extreme Learning Machine

Author Community:

  • [ 1 ] [Duan, Lijuan]Beijing Univ Technol, Coll Comp Sci & Technol, Beijing 100124, Peoples R China
  • [ 2 ] [Bao, Menghu]Beijing Univ Technol, Coll Comp Sci & Technol, Beijing 100124, Peoples R China
  • [ 3 ] [Xu, Yanhui]Beijing Univ Technol, Coll Comp Sci & Technol, Beijing 100124, Peoples R China
  • [ 4 ] [Duan, Lijuan]Natl Engn Lab Crit Technol Informat Secur Classif, Beijing Key Lab Trusted Comp, Beijing 100124, Peoples R China
  • [ 5 ] [Bao, Menghu]Natl Engn Lab Crit Technol Informat Secur Classif, Beijing Key Lab Trusted Comp, Beijing 100124, Peoples R China
  • [ 6 ] [Xu, Yanhui]Natl Engn Lab Crit Technol Informat Secur Classif, Beijing Key Lab Trusted Comp, Beijing 100124, Peoples R China
  • [ 7 ] [Miao, Jun]Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
  • [ 8 ] [Chen, Juncheng]Beijing Key Lab Integrat & Anal Largescale Stream, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Miao, Jun]Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China

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Source :

7TH ANNUAL INTERNATIONAL CONFERENCE ON BIOLOGICALLY INSPIRED COGNITIVE ARCHITECTURES, (BICA 2016)

ISSN: 1877-0509

Year: 2016

Volume: 88

Page: 176-184

Language: English

Cited Count:

WoS CC Cited Count: 31

SCOPUS Cited Count: 40

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 9

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