L1-norm-based common spatial patterns

IEEE Transactions on Biomedical Engineering

Volumn 59, Issue 3, 2012, Pages 653-662

  Wang, Haixian ^a   Tang, Qin ^a   Zheng, Wenming ^a  

^a Southeast University   (China)

Author keywords

Brain computer interfaces; common spatial patterns (CSP); CSP L1; L1 norm; robust modeling

Indexed keywords

COMMON SPATIAL PATTERNS; CSP-L1; DATA SETS; ITERATIVE ALGORITHM; L1 NORM; L2-NORM; MULTICHANNEL ELECTROENCEPHALOGRAMS; ROBUST MODELING; SPATIAL FILTERINGS; SPATIAL FILTERS;

ALGORITHMS; STATISTICS;

BRAIN COMPUTER INTERFACE;

ALGORITHM; ARTICLE; COMMON SPATIAL PATTERN; ELECTROENCEPHALOGRAM; FILTRATION; MATHEMATICAL ANALYSIS; NORMAL VALUE; SPATIAL SUMMATION;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; BRAIN MAPPING; COMPUTER SIMULATION; ELECTROENCEPHALOGRAPHY; HUMANS; MODELS, THEORETICAL; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 84863182964     PISSN: 00189294     EISSN: 15582531     Source Type: Journal    
DOI: 10.1109/TBME.2011.2177523     Document Type: Article

References (30)

1. M. Arvaneh, C. Guan, K. K. Ang, and C. Quek, "Optimizing the channel selection and classification accuracy in EEG-based BCI," IEEE Trans. Biomed. Eng., vol. 58, no. 6, Jun. 2011.
2. A. Bashashati, M. Fatourechi, R. K. Ward, and G. E. Birch, "A survey of signal processing algorithms in brain-computer interfaces based on electrical brain signals," J. Neural Eng., vol. 4, no. 2, pp. R32-R57, Jun. 2007. (Pubitemid 46603812)
3. B. Blankertz, M. Kawanabe, R. Tomioka, F. U. Hohlefeld, V. Nikulin, and K.-R.Müller, "Invariant common spatial patterns: Alleviating nonstationarities in brain-computer interfacing," in Proc. Neural Inf. Process. Syst. (NIPS), 2009, pp. 1-8.
4. B. Blankertz, K.-R. Müller, D. J. Krusienski, G. Schalk, J. R. Wolpaw, A. Schlögl, G. Pfurtscheller, J. R.Millán, M. Schröder, and N. Birbaumer, "The BCI competition III: Validating alternative approaches to actual BCI problems," IEEE Trans.Neural Syst. Rehabil. Eng., vol. 14, no. 2, pp. 153-159, Jun. 2006. (Pubitemid 44150230)
5. 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, no. 1, pp. 41-56, Jan. 2008.
6. J. Demšar, "Statistical comparisons of classifiers over multiple data sets," J. Mach. Learn. Res., vol. 7, pp. 1-30, 2006. (Pubitemid 43022939)
7. G.Dornhege, B. Blankertz, G. Curio, and K.-R.Müller, "Boosting bit rates in noninvasive EEG single-trial classifications by feature combination and multi-class paradigms," IEEE Trans. Biomed. Eng., vol. 51, no. 6, pp. 993-1002, Jun. 2004. (Pubitemid 38661454)
8. G. Dornhege, M. Krauledat, K.-R. Müller, and B. Blankertz, "General signal processing and machine learning tools for BCI," in Toward Brain-Computer Interfacing. Cambridge,MA: MIT Press, 2007, pp. 207-234.
9. R. Jenatton, G. Obozinski, and F. Bach, "Structured sparse principal component analysis," in Proc. Int. Conf. Artif. Intell. Statist., Sardinia, Italy, May 13-15, 2010, pp. 1-8.
10. M. Kawanabe and C. Vidaurre, "Improving BCI performance by modified common spatial patterns with robustly averaged covariance matrices," in Proc. World Congr. Med. Phys. Biomed. Eng., Munich, Germany, 2009, pp. 279-282.
11. M. Kawanabe, C. Vidaurre, S. Scholler, and K.-R. Müller, "Robust common spatial filters with amaxmin approach," in Proc. 31st Annu. Int. IEEE EMBS Conf., Minneapolis, MN, 2009, pp. 2470-2473.
12. Z. J. Koles, J. C. Lind, and A. C. K. Soong, "Spatio-temporal decomposition of the EEG: A general approach to the isolation and localization of sources," Electroencephalogr. Clin. Neurophysiol., vol. 95, pp. 219-230, 1995.
13. Z. J. Koles and A. C. K. Soong, "EEG source localization: Implementing the spatio-temporal decomposition approach," Electroencephalogr. Clin. Neurophysiol., vol. 107, pp. 343-352, 1998. (Pubitemid 28552954)
14. N. Kwak, "Principal component analysis based on L1-norm maximization," IEEE Trans. Pattern Anal. Mach. Intell., vol. 30, no. 9, pp. 1672-1680, Sep. 2008.
15. S. Lemm, B. Blankertz, G. Curio, and K.-R.Müller, "Spatio-spectral filters for improved classification of single trial EEG," IEEE Trans. Biomed. Eng., vol. 52, no. 9, pp. 1541-1548, Sep. 2005. (Pubitemid 41462184)
16. Y. Li, X. Gao, and S. Gao, "Classification of single-trial electroencephalogram during finger movement," IEEE Trans. Biomed. Eng., vol. 51, no. 6, pp. 1019-1025, Jun. 2004. (Pubitemid 38661457)
17. X. Li, Y. Pang, and Y. Yuan, "L1-norm-based 2DPCA," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 40, no. 4, pp. 1170-1175, Aug. 2009.
18. F. Lotte and C. Guan, "Regularizing common spatial patterns to improve BCI designs: Unified theory and new algorithms," IEEE Trans. Biomed. Eng., vol. 58, no. 2, pp. 355-362, Feb. 2011.
19. D. J. McFarland, C. W. Anderson, K.-R. Müller, A. Schlögl, and D. J. Krusienski, "BCI meeting 2005-workshop on BCI signal processing: Feature extraction and translation," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 14, no. 2, pp. 135-138, Jun. 2006. (Pubitemid 44150226)
20. J.Müller-Gerking, G. Pfurtscheller, and H. Flyvbjerg, "Designing optimal spatial filters for single-trial EEG classification in a movement task," Clin. Neurophys., vol. 110, no. 5, pp. 787-798, May 1999. (Pubitemid 29281678)
21. M. Naeem, C. Brunner, R. Leeb, B. Graimann, and G. Pfurtscheller, "Seperability of four-class motor imagery data using independent components analysis," J. Neural Eng., vol. 3, pp. 208-216, 2006. (Pubitemid 44262021)
22. Y. Pang, X. Li, and Y. Yuan, "Robust tensor analysis with L1-norm," IEEE Trans. Circuits Syst. Video Technol., vol. 20, no. 2, pp. 172-178, Feb. 2010.
23. L. C. Parra, C. D. Spence, A. D. Gerson, and P. Sajda, "Recipes for linear analysis of EEG," Neuroimage, vol. 28, no. 2, pp. 326-341, Nov. 2005.
24. H. Ramoser, J. Müller-Gerking, and G. Pfurtscheller, "Optimal spatial filtering of single trial EEG during imagined hand movement," IEEE Trans. Rehabil. Eng., vol. 8, no. 4, pp. 441-446, Dec. 2000. (Pubitemid 32178931)
25. P. J. Rousseeuw and K. V. Driessen, "A fast algorithm for the minimum covariance determinant estimator," Technometrics, vol. 41, no. 3, pp. 212-223, Aug. 1999.
26. V. Vapnik, The Nature of Statistical Learning Theory. NewYork: Springer-Verlag, 2000.
27. H. Wang and W. Zheng, "Local temporal common spatial patterns for robust single-trial EEG classification," IEEE Trans. Neural Syst. Rehabil. Eng., vol. 16, no. 2, pp. 131-139, Apr. 2008. (Pubitemid 351519528)
28. A. R. Webb, Statistical Pattern Recognition. London, U.K.: Oxford Univ. Press, 1999.
29. J. R. Wolpaw, N. Birbaumer, D. J. McFarland, G. Pfurtscheller, and T. M. Vaughan, "Brain-computer interfaces for communication and control," Clin. Neurophysiol., vol. 113, no. 6, pp. 767-791, Jun. 2002. (Pubitemid 34621187)
30. X. Yong, R. K. Ward, and G. E. Birch, "Robust common spatial patterns for EEG signal preprocessing," in Proc. 30th Annu. Int. IEEE EMBS Conf., Vancouver, British Columbia, Canada, 2008, pp. 2087-2090.