Towards adaptive classification of motor imagery EEG using biomimetic pattern recognition

作者: Yanbin Ge , Yan Wu

DOI: 10.1007/978-3-642-25944-9_59

关键词: Motor imageryPattern recognitionComputer sciencePattern recognition (psychology)ElectroencephalographyArtificial intelligenceScheme (programming language)

摘要: This paper implements Biomimetic Pattern Recognition (BPR) into the adaptive classification of motor imagery EEG data by introducing three operators. The BPR works well when facing problems non-stationary in on-line BCI. We have conducted some experiments scheme and results demonstrate that our new algorithm is efficiency robust compared with non-adaptive classifiers.

参考文章(13)
Chun Sing Louis Tsui, John Q. Gan, Asynchronous BCI Control of a Robot Simulator with Supervised Online Training Intelligent Data Engineering and Automated Learning - IDEAL 2007. pp. 125- 134 ,(2007) , 10.1007/978-3-540-77226-2_14
John Q Gan, Chun Sing Louis Tsui, Comparison of three methods for adapting LDA classifiers with BCI applications Verlag der Technischen Universität Graz. ,(2008)
Kai Xu, Yan Wu, Motor imagery EEG Recognition based on Biomimetic Pattern Recognition biomedical engineering and informatics. ,vol. 3, pp. 955- 959 ,(2010) , 10.1109/BMEI.2010.5639928
M. Jeannerod, Mental imagery in the motor context Neuropsychologia. ,vol. 33, pp. 1419- 1432 ,(1995) , 10.1016/0028-3932(95)00073-C
Wang Shoujue, Lai Jiangliang, Geometrical learning, descriptive geometry, and biomimetic pattern recognition Neurocomputing. ,vol. 67, pp. 9- 28 ,(2005) , 10.1016/J.NEUCOM.2004.11.034
Michael Biehl, Rainer Breitling, Yang Li, Analysis of tiling microarray data by learning vector quantization and relevance learning intelligent data engineering and automated learning. pp. 880- 889 ,(2007) , 10.1007/978-3-540-77226-2_88
C. Vidaurre, A. Schloogl, R. Cabeza, R. Scherer, G. Pfurtscheller, A fully on-line adaptive BCI IEEE Transactions on Biomedical Engineering. ,vol. 53, pp. 1214- 1219 ,(2006) , 10.1109/TBME.2006.873542
M.A. Oskoei, J.Q. Gan, Huosheng Hu, Adaptive schemes applied to online SVM for BCI data classification international conference of the ieee engineering in medicine and biology society. ,vol. 2009, pp. 2600- 2603 ,(2009) , 10.1109/IEMBS.2009.5335328
Shiliang Sun, Changshui Zhang, Adaptive feature extraction for EEG signal classification. Medical & Biological Engineering & Computing. ,vol. 44, pp. 931- 935 ,(2006) , 10.1007/S11517-006-0107-4
C Vidaurre, M Kawanabe, P von Bünau, B Blankertz, K R Müller, Toward Unsupervised Adaptation of LDA for Brain–Computer Interfaces IEEE Transactions on Biomedical Engineering. ,vol. 58, pp. 587- 597 ,(2011) , 10.1109/TBME.2010.2093133