Regularized common spatial patterns with generic learning for EEG signal classification

Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Engineering the Future of Biomedicine, EMBC 2009

Volumn , Issue , 2009, Pages 6599-6602

  Lu, Haiping ^a   Plataniotis, Konstantinos N ^a   Venetsanopoulos, Anastasios N ^b  

^a UNIVERSITY OF TORONTO   (Canada)

^b RYERSON UNIVERSITY   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN COMPUTER INTERFACE; COVARIANCE MATRIX; ELECTROENCEPHALOGRAPHY; INTERFACES (COMPUTER); MATRIX ALGEBRA; SAMPLING;

BRAIN COMPUTER INTERFACES (BCIS); COMMON SPATIAL PATTERNS; COVARIANCE MATRIX ESTIMATION; EEG SIGNAL CLASSIFICATION; ELECTROENCEPHALOGRAM SIGNALS; ESTIMATION BIAS; REGULARIZATION PARAMETERS; SPATIAL FILTERS;

BIOMEDICAL SIGNAL PROCESSING;

EID: 77950996777     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2009.5332554     Document Type: Conference Paper

References (16)

1. M. Grosse-Wentrup and M. Buss, "Multiclass common spatial patterns and information theoretic feature extraction," IEEE Trans. Biomed. Eng., vol.55, no.8, pp. 1991-2000, Aug. 2008.
2. S. Sanei and J. A. Chambers, EEG signal processing. John Wiley & Sons, 2007.
3. Q. Novi, C. Guan, T. H. Dat, and P. Xue, "Sub-band common spatial pattern (sbcsp) for brain-computer interface," in Proc. the 3rd Annual Int. IEEE EMBS Conf. on Neural Engineering, May 2007, pp. 204-207.
4. B. Blankertz, R. Tomioka, S. Lemm, M. Kawanabe, and K.-R. Müller, "Optimizing spatial filters for robust EEG single-trial analysis," IEEE Signal Processing Mag., vol.25, no.1, pp. 41-56, Jan. 2008.
5. H. Ramoser, J. Müller-Gerking, and G. Pfurtscheller, "Optimal spatial filtering of single trial EEG during imagined handmovement," IEEE Trans. Rehab. Eng., vol.8, no.4, pp. 441-446, Apr. 2000.
6. J. H. Friedman, "Regularized discriminant analysis," Journal of the American Statistical Association, vol.84, no.405, pp. 165-175, Mar. 1989.
7. J. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Regularization studies of linear discriminant analysis in small sample size scenarios with application to face recognition," Pattern Recognition Letter, vol.26, no.2, pp. 181-191, 2005.
8. J. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Regularized discriminant analysis for the small sample size problem in face recognition," Pattern Recognition Letter, vol.24, no.16, pp. 3079-3087, 2003.
9. H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Uncorrelated multilinear discriminant analysis with regularization and aggregation for tensor object recognition," IEEE Trans. Neural Networks, vol.20, no.1, pp. 103-123, Jan. 2009.
10. H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Uncorrelated multilinear discriminant analysis with regularization for gait recognition," in Proc. Biometrics Symposium 2007, September 2007, doi:10.1109/BCC.2007.4430540.
11. H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Boosting LDA with regularization on MPCA features for gait recognition," in Proc. Biometrics Symposium 2007, September 2007, doi:10.1109/BCC.2007.4430542.
12. J. Wang, K. N. Plataniotis, J. Lu, and A. N. Venetsanopoulos, "On solving the face recognition problem with one training sample per subject," Pattern Recognition, vol.39, no.9, pp. 1746-1762, 2006.
13. Y. Wang, S. Gao, and X. Gao, "Common spatial pattern method for channel selection in motor imagery based brain-computer interface," in Proc. the 27th Annual Int. Conf. of the IEEE Engineering in Medicine and Biology Society, Sept. 2005, p. 5392C5395.
14. X. Yong, R. K. Ward, and G. E. Birch, "Robust common spatial patterns for EEG signal preprocessing," in Proc. the 30th Annual Int. Conf. of the IEEE Engineering in Medicine and Biology Society, Aug. 2008, pp. 2087-2090.
15. B. Blankertz, K.-R. Müller, D. J. Krusienski, G. Schalk, J. R. Wolpaw, A. Schlögl, G. Pfurtscheller, J. del R. Millán, M. Schröder, and N. Birbaumer, "The BCI competition III: Validating alternative approaches to actual BCI problems," IEEE Trans. Neural Syst. Rehab. Eng., vol.14, no.2, pp. 153-159, June 2006.
16. G. Dornhege, B. Blankertz, G. Curio, and K.-R. Müller, "Boosting bit rates in non-invasive eeg single-trial classifications by feature combination and multi-class paradigms," IEEE Trans. Biomed. Eng., vol.51, no.6, pp. 993-1002, June 2004.