P300 spatial filtering and coherence-based channel selection

2009 4th International IEEE/EMBS Conference on Neural Engineering, NER '09

Volumn , Issue , 2009, Pages 311-314

  Pires, Gabriel ^a   Nunes, Urbano ^a   Castelo Branco, Miguel ^b  

^a UNIVERSITY OF COIMBRA   (Portugal)

^b UNIVERSITY OF COIMBRA   (Portugal)

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN METHODOLOGY; BRAIN-COMPUTER INTERFACE; CHANNEL SELECTION; CLASSIFICATION RATES; CLASSIFICATION RESULTS; COMMON SPATIAL PATTERNS; DATA DIMENSIONALITY; EVENT RELATED POTENTIALS; FEATURE COMBINATION; MOTOR IMAGERY; SPATIAL FILTERINGS;

INTERFACES (COMPUTER); MOTORS; SIGNAL PROCESSING; SIGNAL TO NOISE RATIO;

IMAGE CLASSIFICATION;

EID: 70350218824     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/NER.2009.5109295     Document Type: Conference Paper

References (15)

1. L. Farwell and E. Donchin, "Talking off the top of your head: toward a mental prosthesis utilizing event related brain potentials," Electr. and Clinical Neuroph., vol. 70, no. 6, pp. 510-523, 1988.
2. D. J. McFarland, L. McCane, S. V. David, and J. R. Wolpaw, "Spatial filter selection for eeg-based communication," Journal of Electroencephalography and clinical Neurophy., vol. 103, pp. 386-394, 1997.
3. A. Soong and Z. Koles, "Principal-component localization of the sources of the background eeg," IEEE Transactions on Biomedical Engineering, vol. 42, no. 1, pp. 59-67, Jan. 1995.
4. K. Fukunaga, Introduction to Statistical Pattern Recognition, Second Edition. Morgan Kaufmann - Academic Press, 1990.
5. H. Ramoser, J. Muller-Gerking, and G. Pfurtscheller, "Optimal spatial filtering of single trial eeg during imagined hand movement," IEEE Trans. on Rehabilitation Engineering, vol. 8, no. 4, pp. 441-446, Dec 2000.
6. J. Mller-Gerking, G. Pfurtscheller, and H. Flyvbjerg, "Designing optimal spatial filters for single-trial eeg classification in a movement task," Journal of Clinical Neurophysiology, vol. 110, no. 5, pp. 787-798, 1999.
7. Y. Li, X. Gao, H. Liu, and S. Gao, "Classification of single-trial electroencephalogram during finger movement," IEEE Transactions on Biomedical Engineering, vol. 51, no. 6, pp. 1019-1025, June 2004.
8. G. Dornhege, B. Blankertz, G. Curio, and K.-R. Muller, "Boosting bit rates in noninvasive eeg single-trial classifications by feature combination and multiclass paradigms," Biomedical Engineering, IEEE Transactions on, vol. 51, no. 6, pp. 993-1002, June 2004.
9. Y. Wang, P. Berg, and M. Scherg, "Common spatial subspace decomposition applied to analysis of brain responses under multiple task conditions: a simulation study," Clinical Neurophysiology, vol. 110, pp. 604-614, 1999.
10. B. Blankertz, R. Tomioka, S. Lemm, M. Kawanabe, and K.-R. Muller, "Optimizing spatial filters for robust eeg single-trial analysis," Signal Processing Magazine, IEEE, vol. 25, no. 1, pp. 41-56, 2008.
11. D. J. Krusienski, W. Sellers, and T. M. Vaughan, "Common spatio-temporal patterns for the p300 speller," 3rd IEEE EMBS Intern. Conf. on Neural Engineering, pp. 421-424, May 2007.
12. I. T. Jolliffe, Principal Component Analysis, Second Edition. Springer Series in Statistics, 2002.
13. F. Heijden, R. Duin, D. Ridder, and D. Tax, Classification, Parameter Estimation and State Estimation. John Wiley & Sons, 2004.
14. J. S. Bendat and A. G. Piersol, Random data - Analysis and Measurement Procedure. John Wiley & Sons, Inc, 2000.
15. G. Pires, M. Castelo-Branco, and U. Nunes, "Visual p300-based bci to steer a wheelchair: A bayesian approach," 30th Annual Int. Conf. of the IEEE Eng. in Medicine and Biology Society, EMBS2008, pp. 658-661, Aug. 2008.