Composite common spatial pattern for subject-to-subject transfer

IEEE Signal Processing Letters

Volumn 16, Issue 8, 2009, Pages 683-686

  Kang, Hyohyeong ^a   Nam, Yunjun ^a   Choi, Seungjin ^a  

^a Pohang University of Science and Technology (POSTECH)   (South Korea)

Author keywords

Brain computer interface; Common spatial pattern; Covariance matrix; Data mining; EEG classification; Eigenvalues and eigenfunctions; Electroencephalography; Probability density function; Training; Transfer learning; Transforms

Indexed keywords

BRAIN COMPUTER INTERFACE; COMMON SPATIAL PATTERN; EEG CLASSIFICATION; TRAINING; TRANSFER LEARNING; TRANSFORMS;

CLASSIFICATION (OF INFORMATION); COMPUTER OPERATING PROCEDURES; EDUCATION; EIGENVALUES AND EIGENFUNCTIONS; ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; FEATURE EXTRACTION; INFORMATION MANAGEMENT; INTERFACES (COMPUTER); MINING; NUMERICAL METHODS; PROBABILITY DENSITY FUNCTION;

COVARIANCE MATRIX;

EID: 67149094955     PISSN: 10709908     EISSN: None     Source Type: Journal    
DOI: 10.1109/LSP.2009.2022557     Document Type: Article

References (10)

1. B. Blankertz, K. R. Müller, D. J. Krusierski, G. Schalk, J. R. Wolpaw, A. Schlögl, G. Pfurtscheller, and N. Birbaumer, "The BCI competition III: Validating alternative approaches to actual BCI problems," IEEE Trans. Neural Syst. Rehab. Eng., vol. 14, pp. 153-159, 2006.
2. 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., pp. 41-56, Jan. 2008.
3. A. Cichocki, Y. Washizawa, T. Rutkowski, H. Bakardjian, A. H. Phan, S. Choi, H. Lee, Q. Zhao, L. Zhang, and Y. Li, "Noninvasive BCIs: Multiway signal-processing array decompositions," IEEE Computer, vol. 41, no. 10, pp. 34-42, 2008.
4. A. Delorme and S. Makeig, "EEGLAB: An open source toolbox for analysis of single-trial EEG dynamics," J. Neurosci. Meth., vol. 134, pp. 9-21, 2004.
5. T. Ebrahimi, J. F. Vesin, and G. Garcia, "Brain-computer interface in multimedia communication," IEEE Signal Process. Mag., vol. 20, no. 1, pp. 14-24, Jan. 2003.
6. K. Fukunaga and W. L. G. Koontz, "Application of the Karhunen-Loève expansion to feature selection and ordering," IEEE Trans. Computers vol. C-19, pp. 311-318, 1970.
7. Z. J. Koles, "The quantitative extraction and topographic mapping of the abnormal components," EEG Clin. Neurophys., vol. 79, pp. 440-447, 1991.
8. 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, pp. 787-798.
9. H. Ramoser, J. Müller-Gerking, and G. Pfurtscheller, "Optimal spatial filtering of single trial EEG during imagined hand movement," IEEE Trans. Rehab. Eng., vol. 8, pp. 441-446, 2000.
10. J. R. Wolpaw, N. Birbaumer, D. J. McFarland, G. Pfurtscheller, and T. M. Vaughan, "Brain-computer interfaces for communication and control," Clin. Neurophys., vol. 113, pp. 767-791, 2002.