Optimal EEG Channel Selection by Genetic Algorithm and Binary PSO based on a Support Vector Machine |
Kim, Jun Yeup
(School of Electrical and Electronics Engineering, Chung-Ang University)
Park, Seung-Min (School of Electrical and Electronics Engineering, Chung-Ang University) Ko, Kwang-Eun (School of Electrical and Electronics Engineering, Chung-Ang University) Sim, Kwee-Bo (School of Electrical and Electronics Engineering, Chung-Ang University) |
1 | R. W. Homan, J. Herman, and P. Purdy, "Cerebral location of international 10-20 system electrode placement," Electroencephalogr. Clin. Neurophysiol., vol. 66, no. 4, pp. 376-382, 1987. DOI ScienceOn |
2 | J. Wolpaw, N. Birbaumer, W. Heetderks, D. McFarland, P. Peckham, G. Schalk, E. Donchin, L. Quatrano, C. Robinson, and T. Vaughan, "Brain-computer interface technology: A review of the First International Meeting," IEEE Trans. Rehab. Eng., vol. 8, no. 2, pp. 164-173, 2000. DOI ScienceOn |
3 | C. Guger, R. Leeb, D. Friedman, V. Vinayagamoorthy, G. Edlinger, and M. Slater, "Controlling virtual environments by thoughts," Clinical Neurophysiology, vol. 118. no. 4, pp. e36, 2007. |
4 | A. Schlogl, F. Lee, H. Bischof, and G. Pfurtscheller, "Characterization of four-class motor imagery EEG data for the BCI-competition 2005," Neural Engineering, vol. 2, pp. 14-22, 2005. DOI ScienceOn |
5 | C. Guger, R. Leeb, D. Friedman, V. Vinayagamoorthy, G. Edlinger, and M. Slater, "Controlling virtual environments by thoughts," Clinical Neurophysiology, vol. 118. no. 4, pp. e36, 2007. |
6 | C. J. C. Burges, "A tutorial on support vector machines for pattern recognition," Data Mining and Knowledge Discovery, vol. 2, pp. 121-167, 1998. DOI ScienceOn |
7 | J. Kennedy and R. C. Eberhart, "Particle swarm optimization," Proc. of IEEE International Conference on Neural Networks, Piscataway, NJ, pp. 1942-1948, 1995. |
8 | J. Y. Kim, S. M. Park, K. E. Ko, and K. B. Sim, "Swarm control of distributed autonomous robot system based artificial immune system using PSO," Journal of Institute of Control, Robotics and Systems (in Korean), vol. 18, no. 5, pp. 465-470, May 2012. 과학기술학회마을 DOI ScienceOn |
9 | H. S. Son, J. B. Park, K. and Y. H. Joo, "The reduction methodology of external noise with segmentalized PSO-FCM: Its application to phased conversion of the radar system on board," Jounal of Institute of Contro, Robotics and Systems (in Korean), vol. 18, no. 7, pp. 638-643, Jul. 2012. 과학기술학회마을 DOI ScienceOn |
10 | J. Kennedy and R. C. Eberhart, "A discrete binary version of the particle swarm algorithm," IEEE Int. Conf. on Systems, Man and Cybernetics, vol. 5, pp. 4104-4108, 1997. |
11 | A. Schlögl, F. Lee, H. Bischof, and G. Pfurtscheller, "Characterization of four-class motor imagery EEG data for the BCI-competition 2005," Neural Engineering, vol. 2, pp. 14-22, 2005. DOI ScienceOn |
12 | Andries p.Engelblrecht, Computational Intelligence An Introduction Second Edition, John Wiley & Sons, Ltd. 2007. |
13 | G. Pfurtscheller and F. H. Lopes da Silva, "Event-related EEG/MEG synchronization and desynchronization: basic principles," Clin. Neurophysiol., vol. 110, no. 11, pp. 1842-1857, 1999. DOI ScienceOn |
14 | J. Y. Kim, S. M. Park, K. E. Ko, and K. B. Sim, "Optimal EEG channel selection using BPSO with channel impact factor," Proc. of KIIS Fall Conference(in Korean), vol. 22, no. 2, pp. 35-36, 2012. |
15 | T. N. Lal, M. Schroder, T. Hinterberger, J. Weston, M. Bogdan, N. Birbaumer, and B. Scholkopf, "Support vector channel selection in BCI," IEEE Trans. Biomed. Engineering, vol. 51, no. 6, pp. 1003-1010, 2004. DOI ScienceOn |