Brain-computer interface design based on wavelet packet transform and SVM

2012 International Conference on Systems and Informatics, ICSAI 2012

Volumn , Issue , 2012, Pages 1054-1056

  Yan, Shiyu ^a   Zhao, Haibin ^a   Liu, Chong ^a   Wang, Hong ^a  

^a NORTHEASTERN UNIVERSITY   (China)

Author keywords

brain computer interface; EEG; SVM; variance; wavelet packet transform

Indexed keywords

CLASSIFICATION ACCURACY; LINEAR SVM; SVM; VARIANCE; WAVELET PACKET COEFFICIENT; WAVELET PACKET DECOMPOSITION; WAVELET PACKET TRANSFORMS;

ELECTROENCEPHALOGRAPHY; FEATURE EXTRACTION; INFORMATION SCIENCE; INTERFACES (COMPUTER); WAVELET ANALYSIS;

BRAIN COMPUTER INTERFACE;

EID: 84864218366     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSAI.2012.6223215     Document Type: Conference Paper

References (15)

1. Wolpaw J R, Birbaumer N, McFarland D J, et al. "Brain-computer interface for communication and control," Clinical Neurophysiology, vol. 113, pp. 767-791, 2002.
2. Van Gerven M, Farquhar J, Schaefer R, et al. "The brain-computer interface cycle," J Neural Eng, vol. 6, pp. 1-10, 2009.
3. Gao Shang-kai. "Comment on Recent Progress and Challenges in the Study of Brain-Computer Interface," Chinese Journal of Biomedical Engineering, vol. 26, pp. 801-803, 2007.
4. Wolpaw J R, Birbaumer N, Heetderks W, et al. "Brain-computer interface technology: a review of the first international meeting," IEEE Trans Rehab Eng, vol. 8, pp. 164-173, 2000.
5. Vaughan T M. "Brain-computer interface technology: a review of the second international meeting," IEEE Trans Neural Sys Rehab Eng, vol. 11, pp. 94-109, 2003.
6. Vaughan T M, Wolpaw J R. "The third international meeting on brain-computer interface technology: making a difference," IEEE Trans Neural Sys Rehab Eng, vol. 14, pp. 126-127, 2006.
7. Pfurstcheller G, Muller-Putz G R, Schlogl A, et al. "15 years of research at Graz University of Technology: current projects," IEEE Trans Neural Sys Rehab Eng, vol. 14, pp. 205-210, 2006.
8. Burke D P, Kelly S P, deChazal P, et al. "A parametric feature extraction and classification strategy for brain-computer interface," IEEE Trans Neural Sys Rehab Eng, vol. 13, pp. 12-17, 2005.
9. Liu Chong, Zhao Hai-bin, Li Chun-sheng, Wang Hong. "CSP/SVM-based EEG classification of imagined hand movements," Journal of Northeastern University: Natural Science, vol. 31, pp. 1098-1101, 2010.
10. Zhao Hai-bin, Wang Hong, Li Chun-sheng. "Brain-computer interface design based on relative wavelet energy," Journal of Northeastern University: Natural Science, vol. 30, pp. 1103-1106, 2009.
11. Zhao Hai-bin, Wang Hong. "Research on brain-computer interface based on PSD and ANN," Journal of System Simulation, vol. 19, pp. 4581-4582, 2007.
12. Wolpaw J R, McFarland D J, Neat G W, et al. "An EEG-based brain-computer interface for cursor control," Electroencephalography & Clinical Neurophysiology, vol. 78, pp. 252-259, 1991.
13. Blankertz B, Müller K R, Curio G, et al. "The BCI competition 2003: progress and perspectives in detection and discrimination of EEG signal trails," IEEE Trans Biomed Eng, vol. 51, pp. 1044-1051, 2004.
14. Yang Yi, Li Jian-xun, Ke Xi-zheng. "Study on wavelet variance and its application in signal feature extraction," Sensor World, vol. 1, pp. 33-35, 2006.
15. Donald B Percival, Andrew T Walden. "Wavelet methods for time serials analysis," Beijing: China Mechine Press, pp. 295-299, 2004.