• 综合
  • 标题
  • 关键词
  • 摘要
  • 学者
  • 期刊-刊名
  • 期刊-ISSN
  • 会议名称
搜索

作者:

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

收录:

CPCI-S EI Scopus

摘要:

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.

关键词:

Electroencephalogram Classification Extreme Learning Machine Learning Machine Motor Imagery Multilayer Extreme

作者机构:

  • [ 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

通讯作者信息:

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

查看成果更多字段

相关关键词:

来源 :

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

ISSN: 1877-0509

年份: 2016

卷: 88

页码: 176-184

语种: 英文

被引次数:

WoS核心集被引频次: 27

SCOPUS被引频次: 37

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 0

在线人数/总访问数:1584/2961396
地址:北京工业大学图书馆(北京市朝阳区平乐园100号 邮编:100124) 联系我们:010-67392185
版权所有:北京工业大学图书馆 站点建设与维护:北京爱琴海乐之技术有限公司