Learning from other subjects helps reducing brain-computer interface calibration time

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn , Issue , 2010, Pages 614-617

  Lotte, Fabien ^a   Guan, Cuntai ^a  

^a INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

Author keywords

Brain Computer Interfaces (BCI); Regularization; Subject to subject transfer

Indexed keywords

CALIBRATION; DISCRIMINANT ANALYSIS; INTERFACES (COMPUTER);

ANALYSIS ALGORITHMS; BRAIN-COMPUTER INTERFACE; CALIBRATION TIME; COMMON SPATIAL PATTERNS; INTERFACE DESIGNS; LINEAR DISCRIMINANT ANALYZE; PERFORMANCE:LEVEL; REGULARISATION; STANDARD BRAIN; SUBJECT-TO-SUBJECT TRANSFER;

BRAIN COMPUTER INTERFACE;

EID: 78049377043     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2010.5495183     Document Type: Conference Paper

References (11)

1. J.R. Wolpaw, N. Birbaumer, D.J. McFarland, G. Pfurtscheller, and T.M. Vaughan, "Brain-computer interfaces for communication and control," Clinical Neurophysiology, vol. 113, no. 6, pp. 767-791, 2002.
2. M. Krauledat, M. Tangermann, B. Blankertz, and K.-R.Müller, "Towards zero training for brain-computer interfacing," PLoS ONE, vol. 3, no. 8, pp. e2967, 2008.
3. Y. Li, C. Guan, H. Li, and Z. Chin, "A self-training semi-supervised svm algorithm and its application in an eeg-based brain computer interface speller system," Pattern Recognition Letters, vol. 29, no. 9, pp. 1285-1294, 2008.
4. B. Blankertz, R. Tomioka, S. Lemm, M. Kawanabe, and K.-R. Müller, "Optimizing spatial filters for robust eeg single-trial analysis," IEEE Signal Proc Magazine, vol. 25, no. 1, pp. 41-56, 2008.
5. F. Lotte, M. Congedo, A. Lécuyer, F. Lamarche, and B. Arnaldi, "A review of classification algorithms for EEG-based brain-computer interfaces," Journal of Neural Engineering, vol. 4, pp. R1-R13, 2007.
6. G. Pfurtscheller and C. Neuper, "Motor imagery and direct brain-computer communication," proceedings of the IEEE, vol. 89, no. 7, pp. 1123-1134, 2001.
7. P. Pudil, F. J. Ferri, and J. Kittler, "Floating search methods for feature selection with nonmonotonic criterion functions," Pattern Recognition, vol. 2, pp. 279-283, 1994.
8. B. Blankertz, "BCI competition IV website," .
9. M. Naeem, C. Brunner, R. Leeb, B. Graimann, and G. Pfurtscheller, "Seperability of four-class motor imagery data using independent components analysis," Journal of Neural Engineering, vol. 3, pp. 208-216, 2006.
10. O. Ledoit and M. Wolf, "A well-conditioned estimator for large-dimensional covariance matrices," Journal of Multivariate Analysis, vol. 88, no. 2, pp. 365-411, 2004.
11. B. Blankertz, F. Losch, M. Krauledat, G. Dornhege, G. Curio, and K.-R. Müller, "The berlin brain-computer interface: Accurate performance from first-session in bci-naive subjects," IEEE Trans Biomed Eng, vol. 55, no. 10, pp. 2452-2462, 2008.