Selection of efficient features for discrimination of hand movements from MEG using a BCI competition IV data set

Frontiers in Neuroscience

Volumn , Issue APR, 2012, Pages

  Sardouie, Sepideh Hajipour ^a   Shamsollahi, Mohammad Bagher ^a  

^a SHARIF UNIVERSITY OF TECHNOLOGY   (Iran)

Author keywords

BCI; Feature selection; LDA; Linear SVM; MEG

Indexed keywords

ACCURACY; ALGORITHM; ARTICLE; BRAIN COMPUTER INTERFACE; COMMUNICATION SOFTWARE; ELECTROENCEPHALOGRAM; HAND MOVEMENT;

EID: 84862206469     PISSN: 16624548     EISSN: 1662453X     Source Type: Journal    
DOI: 10.3389/fnins.2012.00042     Document Type: Article

References (11)

1. Arbabi, E., Shamsollahi, M. B., and Sameni, R. (2005). "Comparison between effective features used for the Bayesian and the SVM classifiers in BCI," in 27th IEEE Annual Confer-ence on Engineering in Medicine and Biology, Shanghai, 5365-5368.
2. Bashashati, A., Fatourechi, M., Ward, R. K., and Birch, G. E. (2007). A survey of signal processing algorithms in brain-computer interfaces based on electrical brain signals. J. Neural Eng. 4, R32-R57
3. Blankertz, B., Muller, K. R., Curio, G., Vaughan, T. M., Schalk, G., Wolpaw, J. R., Schlogl, A., Neuper, C., Pfurtscheller, G., Hinterberger, T., Schroder, M., and Birbaumer, N. (2004). The BCI competition 2003: progress and perspectives in detection and discrimination of EEG single trials. IEEE Trans. Biomed. Eng. 51, 100-106.
4. Garrett, D., Peterson, D. A., Anderson, C. W., and Thaut, M. H. (2003). Comparison of linear, nonlinear, and feature selection methods for EEG signal classification. IEEE Trans. Neural Syst. Rehabil Eng. 11, 141-144.
5. Graimann, B., Huggins, J. E., Levine, S. P., and Pfurtscheller, G. (2004). Toward a direct brain interface based on human subdural recordings and wavelet-packet analysis. IEEE Trans. Biomed. Eng. 51, 954-962.
6. Lotte, F., Congedo, M., Lecuyer, A., Lamarche, F., and Arnaldi, B. (2007). A review of classification algorithms for EEG-based brain-computer interfaces. J. Neural Eng. 4, R1-R13.
7. Millan, J. R., Mourino, J., Marciani, M. G., Babiloni, F., Topani, F., Canale, I., Heikkonen, J., and Kaski, K. (1998)."Adaptive brain interfaces for physically-disabled people," in 20th IEEE Annual Conference on Engineering in Medicine and Biology, Hong Kong, 2008-2011.
8. Schalk, K. G., McFarland, D. J., Hin-terberger, T., Birbaumer, N., and Wolpaw, J. R. (2004). BCI 2000: a general-purpose brain-computer interface (BCI) system. IEEE Trans. Biomed. Eng. 51, 1034-1043.
9. Waldert, S., Preissl, H., Demandt, E., Braun, C., Birbaumer, N., Aertsen, A., and Mehring, C. (2008). Hand movement direction decoded from MEG and EEG. J. Neurosci. 28, 1000-1008.
10. Wolpaw, J. R., Birbaumer, N., McFarland, D. J., Pfurtscheller, G., and Vaughan, T. M. (2002). Brain-computer interfaces for communication and control. Clin. Neurophys-iol. 113,767-791.
11. Zhang, B., Gao, W., Shan, S., and Peng, Y. (2004). "Discriminant gaborfaces and support vector machines classifier for face recognition," in Asian Conference on Computer Vision, Jeju Island, 37-42.