Enhancing feature extraction with sparse component analysis for brain-computer interface

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn 7 VOLS, Issue , 2005, Pages 5335-5338

  Li, Yuanqing ^a   Guan, Cuntai ^a   Qin, Jianzhao ^b  

^a INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

^b SOUTH CHINA UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

BIOELECTRIC POTENTIALS; ELECTROENCEPHALOGRAPHY; HUMAN COMPUTER INTERACTION; MEDICAL COMPUTING; VECTORS;

BRAIN COMPUTER INTERFACES (BCI); FEATURE VECTORS; SPARSE COMPONENT ANALYSIS (SCA);

FEATURE EXTRACTION;

EID: 33846895439     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (14)

1. D. J. McFarland, L. M. McCane, S. V. David, and J. R. Wolpaw, Spatial filter selection for EEG-based communication. Electroenceph. clin. Neurophysiol., 1997b, 103: 386-394.
2. B. O. Peters, G. Pfurtscheller, and H. Flyvbjerg, "Automatic differentiation of multichannel EEG signals," IEEE Trans on Biomedical Engineering, vol. 48, no. 1, pp. 111-116, 2001.
3. B. Blankertz, G. Curio, and K. R. Muller, "Classifying single trial EEG: towards brain-computer interfacing," in: T. G. Diettrich, S. Becker, and Z. Ghahramani, eds., Advances in Neural Inf. Proc. Systems (NIPS 01), vol. 14, 2002.
4. S. Makeig, M. Westerfield, T. P. Jung, S. Enghoff, J. Townsend, E. Courchesne & T. J. Sejnowski, " Dynamic brain sources of visual evoked responses," Science, vol. 295, pp. 690-694, 2002.
5. T. P. Jung, S. Makeig, M. Westerfield, J. Townsend, E. Courchesne, & T. J. Sejnowski, "Removal of eye activity artifacts from visual event-related potentials in normal and clinical subjects," Clinical Neurophysiology, vol. 111, pp. 1745-1758, 2000.
6. B. J. Culpepper, R. M. Keller, "Enabling Computer Decisions based on EEG input," IEEE Trans, on Neural Systems and Rehabilitation Engineering, vol. 11, no. 4, pp. 354-360, 2003.11.
7. S. Vorobyov and A. Cichocki, "Blind noise reduction for multisensory signals using ICA and subspace filtering, with application to EEG analysis," Biological Cybernetics, vol. 86, no. 4, pp. 293-303, Apr. 2002.
8. S. A. Crucez-Alvarez, A. Cichocki, and S. Amari, "From blind signal extraction to blind instantaneous signal separation: criteria, algorithms and stability," IEEE Transactions on Neural Networks, Special Issue on Information Theoretical Learning, vol. 15, no. 4, pp. 859-873, 2004.
9. M. Zibulevsky, & B. A. Pearlmutter, "Blind Source Separation by Sparse Decomposition," Neural Computations, vol. 13(4), pp.863-882, 2001.
10. Y. Q. Li, A. Cichocki and S. Amari, "Sparse representation and blind source separation," Neural Computation, vol. 16, no. 6, 2004.
11. K. R. Muller, S. Mika, G. Ratsch, K. Tsuda, and B. Scholkopf, "An Introduction to Kernel bsed learning algorithm," IEEE Trans. on Neural Networks, vol. 12, no. 2, pp. 181-201, 2001.
12. J. R. Wolpaw, N. Birbaumer, D. J. McFarland, G. Pfurtscheller, T. M. Vaughan, "Brain-computer interfaces for communication and control," Clinical Neurophysiology, vol. 113, pp. 767-791, 2002.
13. D. J. McFarland, A. T. Lefkowicz, and J. R. Wolpaw, Design and "operation of an EEG-based brain-computer interface with digital signal processing technology," Behav. Res. Methods Instrum. Comput., 1997a, 29: 337-345.
14. Cheng M., Jia W. Y., Gao X. R., Gao S. K. and Yang F. S., "Murhythm-based cursor control: an offline analysis," Clinical Neurophysiology, vol. 115, pp. 745-751, 2004.