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Cross Evaluation for Characteristics of Motor Imagery Using Neuro-feedback Based EEG-Brain Computer Interface

机译:基于神经反馈的脑电脑计算机接口对运动图像特征的交叉评估

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摘要

In this paper, we evaluated BCI algorithm using CSP for finding out about realistic possibility of BCI based on neurofeedback. BCI algorithm that was comprised of CSP and 3 kinds of classifier such as least square linear classifier, SVM and linear discriminant analysis was evaluated in 10 people. According to the result of the experiment, the effect of neurofeedback is evaluated. And in case of neurofeedback, some subject is exceptional but general trend shows the performance improvement by neurofeedback. This study gives the need for adaptive evaluation of motor imagery using neurofeedback based EEG-BCI that can be related to generic and robust system for automated subject-specific classification of EEG based BCI system, development of EEG based BCI literacy performance evaluation system.
机译:在本文中,我们评估了使用CSP的BCI算法,以发现基于神经反馈的BCI的现实可能性。在10个人中评估了由CSP和最小二乘线性分类器,SVM和线性判别分析等3种分类器组成的BCI算法。根据实验结果,评估了神经反馈的作用。在发生神经反馈的情况下,某些主题是例外的,但总体趋势表明神经反馈可以改善性能。这项研究提出了使用基于神经反馈的EEG-BCI对运动图像进行自适应评估的需求,这可能与基于BEG系统的EEG的特定主题自动分类的通用且鲁棒的系统,基于EEG的BCI素养表现评估系统的开发有关。

著录项

  • 来源
    《》|2011年|p.500-502|共3页
  • 会议地点 Kuala Lumpur(MY);Kuala Lumpur(MY)
  • 作者单位

    Department of Electrical Electronic Engineering, Yonsei University, Seoul, Republic of Korea;

    Department of Electrical Electronic Engineering, Yonsei University, Seoul, Republic of Korea;

    Department of Electrical Electronic Engineering, Yonsei University, Seoul, Republic of Korea;

    Department of Electrical Electronic Engineering, Yonsei University, Seoul, Republic of Korea;

    Department of Electrical Electronic Engineering, Yonsei University, Seoul, Republic of Korea;

    Department of Electrical Electronic Engineering, Yonsei University, Seoul, Republic of Korea;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 生物工程学(生物技术);
  • 关键词

    cross evaluation; motor imagery; neurofeedback; EEG; brain computer interface;

    机译:交叉评估;汽车影像;神经反馈脑电图;脑计算机接口;

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