Designing a multi trial classifier for EEG signals: Classifying rhythms perceived

Proceedings of the 2006 16th IEEE Signal Processing Society Workshop on Machine Learning for Signal Processing, MLSP 2006

Volumn , Issue , 2006, Pages 193-198

  De Kruif, Bas J ^a   Desain, Peter ^a  

^a RADBOUD UNIVERSITY NIJMEGEN   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); DATA STRUCTURES; ERROR ANALYSIS; PROBABILITY; SIGNAL TO NOISE RATIO;

BRAIN DYNAMICS; CLASSIFICATION RATES;

ELECTROENCEPHALOGRAPHY;

EID: 38949090323     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MLSP.2006.275547     Document Type: Conference Paper

References (12)

1. J.A. Michon and J.L. Jackson, Time, mind, and behavior, Springer, Berlin, 1985.
2. P. Desain and L.W. Windsor, Eds., Rhythm perception and production, Swets & Zeitlinger, Lisse, 2000.
3. D. Regan, Human brain electrophysiology: evoked potentials and evoked magnetic fields in science and medicine, Elsevier, New York, 1989.
4. P. Desain, "Bayesian detection of perceived and imagined rhythm from erp," in Proc. of the 18th international Congress on acoustics, Kyoto, Japan, 2004.
5. J. R. Wolpaw, N. Birbaumer, D J. McFarland, G. Pfrtscheller, and T. M. Vaughan, "Brain-computer interfaces for communication and control," Clinical Neurophysiology, vol. 113, pp. 767-791, 2002.
6. L. J. Bain and M. Engelhardt, Introduction to Probability and Mathematical Statistics, Duxbury Thomson Learning, Australia, 2nd edition, 1992.
7. D. J. C. MacKay, Information Theory, Inference, and Learning Algorithms, Cambridge university press, 2005.
8. K. Fukunaga, Introduction to Statistical Pattern Recognition, Academic press, inc., San Diego, 2nd edition, 1990.
9. D. Kin. Wong, Multichannel Classification of Brainwave Representations of Language by Perceptron-based Models and Independent Component Analysis, Ph.D. thesis, Stanford University, California, USA, 2004.
10. H.C. Longuet-Higgins, Mental Processes: Studies in Cognitive Science, MIT Press, Cambridge, MA, 1987.
11. S. Lemm, B. Blankertz, G.1 Curio, and K.-R. Müller, "Spatio-spectral filters for improved classification of single trial eeg," IEEE Trans. Biomed. Eng., vol. to appear., 2005.
12. A. Delorme and S. Makeig, "EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis," Journal of Neuroscience Methods, vol. 134, pp. 9-21, 2004.