Filter Bank Feature Combination (FBFC) approach for brain-computer interface

Proceedings of the International Joint Conference on Neural Networks

Volumn , Issue , 2011, Pages 1352-1357

  Chin, Zheng Yang ^a   Ang, Kai Keng ^a   Guan, Cuntai ^a   Wang, Chuanchu ^a   Zhang, Haihong ^a  

^a INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION PERFORMANCE; COMMON SPATIAL PATTERNS; CROSS VALIDATION; DATA SETS; FEATURE COMBINATION; MOTOR IMAGERY; MULTI-MODAL; PHASE LOCK; PHASE SYNCHRONIZATION; PLV FEATURES; SPATIAL TEMPORALS; SUBJECT-SPECIFIC; TRAINING DATA;

ALGORITHMS; FILTER BANKS; INTERFACES (COMPUTER); NEURAL NETWORKS;

BRAIN COMPUTER INTERFACE;

EID: 80054770007     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2011.6033381     Document Type: Conference Paper

References (23)

1. H. H. Ehrsson, S. Geyer, and E. Naito, "Imagery of Voluntary Movement of Fingers, Toes, and Tongue Activates Corresponding Body-Part-Specific Motor Representations," J. Neurophysiol., vol. 90, pp. 3304-3316, 2003.
2. W. Penfield and T. Rasmussen, The Cerebral Cortex of Man. New York, N.Y: The Macmillan Company, 1950.
3. G. Pfurtscheller and C. Neuper, "Motor imagery and direct braincomputer communication," Proc. IEEE, vol. 89, pp. 1123-1134, 2001.
4. A. Schlogl, F. Lee, H. Bischof, and G. Pfurtscheller, "Characterization of four-class motor imagery EEG data for the BCI-competition 2005," J Neural Eng, p. L14, 2005.
5. E. Gysels and P. Celka, "Phase synchronization for the recognition of mental tasks in a brain-computer interface," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 12, pp. 406-415, 2004.
6. H. Ramoser, J. Muller-Gerking, and G. Pfurtscheller, "Optimal spatial filtering of single trial EEG during imagined hand movement," IEEE Trans Rehabil Eng, vol. 8, pp. 441 - 446, 2000.
7. L. Song, E. Gysels, and E. Gordon, "Phase synchrony rate for the recognition of motor imagery in brain-computer interface," in Proc. Proc. Advances Neural Inf. Processing Systems (NIPS 05), 2006, pp. 1265-1272.
8. K. K. Ang, Z. Y. Chin, H. Zhang, and C. Guan, "Filter Bank Common Spatial Pattern (FBCSP) in Brain-Computer Interface," in Proc. IEEE Int. Joint Conf. Neural Netw., Hong Kong, 2008, pp. 2390-2397.
9. B. Blankertz, "BCI Competition IV," 2008.
10. C. Brunner, M. Naeem, R. Leeb, B. Graimann, and G. Pfurtscheller, "Spatial filtering and selection of optimized components in four class motor imagery EEG data using independent components analysis," Pattern Recogn. Lett., vol. 28, pp. 957-964, 2007.
11. B. D. Mensh, J. Werfel, and H. S. Seung, "BCI competition 2003-data set Ia: combining gamma-band power with slow cortical potentials to improve single-trial classification of electroencephalographic signals," IEEE Trans. Biomed. Eng., vol. 51, pp. 1052-1056, 2004.
12. G. Dornhege, B. Blankertz, G. Curio, and K.-R. Müller, "Combining Features for BCI," in Proc. Advances Neural Inf. Processing Systems (NIPS 02), 2003, pp. 1115-1122.
13. 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," IEEE Trans. Biomed. Eng., vol. 51, pp. 993-1002, 2004.
14. C. Brunner, R. Scherer, B. Graimann, G. Supp, and G. Pfurtscheller, "Online Control of a Brain-Computer Interface Using Phase Synchronization," IEEE Trans. Biomed. Eng., vol. 53, pp. 2501-2506, 2006.
15. B. Blankertz, R. Tomioka, S. Lemm, M. Kawanabe, and K. R. Müller, "Optimizing Spatial filters for Robust EEG Single-Trial Analysis," IEEE Signal Process. Mag., vol. 25, pp. 41-56, 2008.
16. G. Pfurtscheller, C. Brunner, A. Schlögl, and F. H. Lopes da Silva, "Mu rhythm (de)synchronization and EEG single-trial classification of different motor imagery tasks," NeuroImage, vol. 31, pp. 153-159, 2006.
17. K. K. Ang and C. Quek, "Rough set-based neuro-fuzzy system," in Proc. IEEE Int. Joint Conf. Neural Netw., 2006, pp. 742-749.
18. D. J. McFarland, L. M. McCane, S. V. David, and J. R. Wolpaw, "Spatial filter selection for EEG-based communication," Electroencephalogr Clin Neurophysiol., vol. 103, pp. 386-394, Sep 1997.
19. R. O. Duda, P. E. Hart, and D. G. Stork, Pattern Classification, Second Edition ed.: John Wiley & Sons, Inc, 2001.
20. J. Yang, J.-y. Yang, D. Zhang, and J.-f. Lu, "Feature fusion: parallel strategy vs. serial strategy," Pattern Recognition, vol. 36, pp. 1369-1381, 2003.
21. G. Dornhege, B. Blankertz, G. Curio, and K.-R. Müller, "Increase information transfer rates in BCI by CSP extension to multi-class," in Proc. Advances in Neural Information Processing Systems, 2004, pp. 733-740.
22. G. Pfurtscheller, B. Z. Allison, G. Bauernfeind, C. Brunner, T. Solis Escalante, R. Scherer, et al., "The hybrid BCI," Frontiers in Neuroscience, vol. 5, p. 5, 2010-April-21 2010.
23. G. Pfurtscheller, R. Leeb, D. Friedman, and M. Slater, "Centrally controlled heart rate changes during mental practice in immersive virtual environment: A case study with a tetraplegic," Int. J. Psychophysiol., vol. 68, pp. 1-5, 2008.