Wavelet Common Spatial Pattern in asynchronous offline brain computer interfaces

Biomedical Signal Processing and Control

Volumn 6, Issue 2, 2011, Pages 121-128

  Mousavi, Ebrahim A ^a,b   Maller, Jerome J ^b   Fitzgerald, Paul B ^b   Lithgow, Brian J ^a,b  

^a MONASH UNIVERSITY   (Australia)

^b ALFRED HOSPITAL   (Australia)

Author keywords

Asynchronous brain computer interface; Common spatial pattern; Wavelet analysis

Indexed keywords

ELECTROENCEPHALOGRAPHY; ELECTROPHYSIOLOGY; FUZZY LOGIC; WAVELET ANALYSIS;

ASYNCHRONOUS SYSTEM; BRAIN-COMPUTER INTERFACING; CLASSIFICATION RESULTS; COMMON SPATIAL PATTERNS; FLEXIBLE CONTROL; NON-STATIONARY PROPERTIES; POOR PERFORMANCE; SYNCHRONOUS SYSTEM;

BRAIN COMPUTER INTERFACE;

ADULT; ARTICLE; BRAIN COMPUTER INTERFACE; COMMON SPATIAL PATTERN; ELECTRODE; ELECTROENCEPHALOGRAM; ELECTROENCEPHALOGRAPHY; HUMAN; MALE; NORMAL HUMAN; PRIORITY JOURNAL;

EID: 79952705353     PISSN: 17468094     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.bspc.2010.08.003     Document Type: Article

References (22)

1. F. Galan, M. Nuttin, E. Lew, P.W. Ferrez, G. Vanacker, J. Philips, J. del R. Millan, A brain-actuated wheelchair: asynchronous and noninvasive brain - computer interfaces for continuous control of robots, Clinical Neurophysiology 119 (9) (2008).
2. A. Rakotomamonjy, V. Guigue, BCI Competition III: Dataset II Ensemble of SVMs for BCI P300 Speller, in: 27th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2006.
3. G. Pfurtscheller, F.H. Lopes da Silva, Event-related EEG/MEG synchronization and desynchronization: basic principles, Clinical Neurophysiology 110 (11) (1999).
4. G. Pfurtscheller, Centeral beta rhythm during sensorimotor activities in man, Electroencephalography and Clinical Neurophysiology 51 (3) (1981).
5. K.K. Ang, Z.Y. Chin, H. Zhang, C. Guan, Filter BankCommonSpatial Patter (FBCSP) in brain - computer interfaces, in: IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence), 2008.
6. Q. Novi, C. Guan, T.H. Dat, P. Xue, Sub-band common spatial pattern (SBCSP) for brain - computer interface, in: 3rd International IEEE/EMBS Conference on Neural Engineering, 2007.
7. S. Lemm, B. Blankertz, G. Curio, K. Muller, Spatio-spectral filters for improving the classification of single trial EEG, IEEE Transactions on Biomedical Engineering 52 (9) (2005).
8. G. Dornhege, B. Blankertz, M. Krauledat, F. Losch, G. Curio, K. Muller, Combined optimization of spatial and temporal filters for improving brain - computer interfacing, IEEE Transactions on Biomedical Engineering 53 (11) (2006).
9. B. Blankertz, G. Dornhege, M. Krauledat, K. Muller, G. Curio, The non-invasive Berlin brain - computer interface: fast acquisition of effective performance in untrained subjects, NeuroImage 37 (2) (2007).
10. D.J. McFarlan, L.M. McCane, S.V. David, J.R. Wolpaw, Spatial filter selection for EEG-based communication, Electroencephalography and Clinical Neurophysiology 103 (3) (1997).
11. B. Hjorth, An on-line transformation of EEG scalp potentials into orthogonal source derivations, Electroencephalography and Clinical Neurophysiology 39 (5) (1975).
12. L. Deqiang, W. Pedrycz, N.J. Pizzi, Fuzzy wavelet packet based feature extraction methodand its application to biomedical signal classification, IEEE Transactions on Biomedical Engineering 52 (6) (2005).
13. B. Yang, G. Yang, T. Wu, R. Yan, Subject-based feature extraction using fuzzy wavelet packet in brain computer interfaces, Signal Processing 87 (7) (2007).
14. M. Grosse-Wentrup, M. Buss, Multiclass common spatial patterns and information theoretic feature extraction, IEEE Transactions on Biomedical Engineering 55 (8) (2008).
15. W. Wei, G. Xiaorong, G. Shangkai, One-versus-the-rest (OVR) algorithm: an extension of common spatial patterns (CSP) algorithm to multi-class case, Annual International Conference of the IEEE Engineering in Medicine and Biology 7 (2005).
16. H. Ramoser, J. Muller-Gerking, G. Pfurtscheller, Optimal spatial filtering of single trial EEG, IEEE Transactions on Rehabilitation Engineering 8 (4) (2000).
17. T. Yan, T. Jingtian, G. Andong, Multi-class EEG classification for brain computer interfaces based on CSP, International Conference on Biomedical Engineering and Informatics (BMEI) (2008).
18. F. Galan, P.W. Ferrez, F. Oliva, J. Guardia, J. del R. Millan, Feature extraction for multi-class BCI using canonical variates analysis, IEEE InternationalSymposium on Intelligent Signal Processing (WISP) (2007).
19. K.-C. Kwak, W. Pedrycz, Face recognition using a fuzzy fisherface classifier, Pattern Recognition 38 (10) (2005).
20. N.K. Bose, C.-C. Yang, Generating fuzzy membership function with selforganizing feature map, Pattern Recognition Letters 27 (5) (2006).
21. T. Kohonen, Self-organized formation of topologically correct feature maps, Biological Cybernetics 43 (1) (1982).
22. N. Chen, Fuzzy classification using self-organizing map and learning vector quantization, in: Data Mining and Knowledge Management, Chinese Academy of Sciences Symposium,CASDMKM2004, Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science) 3327 (2004).