Ensemble SWLDA classifiers for the p300 speller

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5611 LNCS, Issue PART 2, 2009, Pages 551-557

  Johnson, Garett D ^a   Krusienski, Dean J ^a  

^a UNIVERSITY OF NORTH FLORIDA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN-COMPUTER INTERFACE; FISHER'S LINEAR DISCRIMINANT; LINEAR CLASSIFIERS; NONLINEAR CLASSIFIERS; OFFLINE; RESPONSE VARIABILITY; STEPWISE LINEAR DISCRIMINANT ANALYSIS;

CLASSIFIERS; COMPUTATIONAL METHODS; DISCRIMINANT ANALYSIS; IMAGE RETRIEVAL; INTERFACES (COMPUTER); KNOWLEDGE MANAGEMENT; SUPPORT VECTOR MACHINES;

HUMAN COMPUTER INTERACTION;

EID: 70350279324     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-02577-8_60     Document Type: Conference Paper

References (16)

1. Blankertz, B., Müller, K.R., Krusienski, D.J., Schalk, G., Wolpaw, J.R., Schlögl, A., Pfurtscheller, G., Millán, J.R., Schröder, M., Birbaumer, N.: The BCI Competition III: Validating Alternative Approaches to Actual BCI Problems. IEEE Transactions on Neural Systems and Rehabilitation Engineering 14(2) (2006)
2. Bostanov, V.: BCI competition 2003-data sets Ib and IIb: feature extraction from event-related brain potentials with the continuous wavelet transform and the t-value scalogram. IEEE Trans. Biomed. Eng. 51, 1057-1061 (2004)
3. Draper, N., Smith, H.: Applied Regression Analysis, 2nd edn., pp. 307-312. John Wiley and Sons, Chichester (1981)
4. Fabiani, M., Gratton, G., Karis, D., Donchin, E.: Definition, identification, and reliability of measurement of the P300 component of the event-related brain potential. Advances in Psychophysiology 2, 1-78 (1987)
5. Farwell, L.A., Donchin, E.: Talking off the top of your head: Toward a mental prosthesis utilizing event-related brain potentials. Electroenceph. clin. Neurophysiol. 70, 510-523 (1988)
6. Kaper, M., Meinicke, P., Grossekathoefer, U., Lingner, T., Ritter, H.: BCI competition 2003-data set IIb: Support vector machines for the P300 speller paradigm. IEEE Trans. Biomed. Eng. 51, 1073-1076 (2004)
7. Krusienski, D.J., Sellers, E.W., McFarland, D.J., Vaughan, T.V., Wolpaw, J.R.: Toward Enhanced P300 Speller Performance. Journal of Neuroscience Methods 167, 15-21 (2008)
8. Krusienski, D.J., Sellers, E.W., Cabestaing, F., Bayoudh, S., McFarland, D.J., Vaughan, T.M., Wolpaw, J.R.: A Comparison of Classification Techniques for the P300 Speller. Journal of Neural Engineering 3, 299-305 (2006)
9. Nijboer, F., Sellers, E.W., Mellinger, J., Jordan, M.A., Matuz, T., Furdea, A., Mochty, U., Krusienski, D.J., Vaughan, T.M., Wolpaw, J.R., Kubler, A.: A Brain-Computer Interface (BCI) for People with Amyotrophic Lateral Sclerosis (ALS). Clinical Neurophysiology 119, 1909-1916 (2008)
10. Rakotomamonjy, A., Guigue, V.: BCI Competition III: Dataset II - Ensemble of SVMs for BCI P300 Speller. IEEE Trans. Biomedical Engineering 55(3), 1147-1154 (2008)
11. Schalk, G., McFarland, D.J., Hinterberger, T., Birbaumer, N., Wolpaw, J.R.: BCI2000: A general-purpose brain-computer interface (BCI) system. IEEE. Trans. Biomed. Eng. 2004 51, 1034-1043 (2004)
12. Sellers, E.W., Donchin, E.: A P300-based brain-computer interface: Initial tests by ALS patients. Clin. Neurophysiol. 117, 538-548 (2006)
13. Serby, H., Yom-Tov, E., Inbar, G.F.: An improved P300-based brain-computer interface. IEEE Trans. Neural Syst. Rehabil. Eng. 13, 89-98 (2005)
14. Sharbrough, F., Chatrian, C.E., Lesser, R.P., Luders, H., Nuwer, M., Picton, T.W.: American Electroencephalographic Society guidelines for standard electrode position nomenclature. J. Clin. Neurophysiol. 8, 200-202 (1991)
15. Vaughan, T.M., McFarland, D.J., Schalk, G., Sarnacki, W.A., Krusienski, D.J., Sellers, E.W., Wolpaw, J.R.: The Wadsworth BCI Research and Development Program: At Home with BCI. IEEE Transactions on Neural Systems and Rehabilitation Engineering 14(2) (2006)
16. Wolpaw, J.R., Birbaumer, N., McFarland, D.J., Pfurtscheller, G., Vaughan, T.M.: Brain-computer interfaces for communication and control. Clin. Neurophysiol. 113, 767-791 (2002)