Classification of mental tasks using fixed and adaptive autoregressive models of EEG signals

2nd International IEEE EMBS Conference on Neural Engineering

Volumn 2005, Issue , 2005, Pages 633-636

  Nai Jen, Huan ^a   Palaniappan, Ramaswamy ^b  

^a MULTIMEDIA UNIVERSITY   (Malaysia)

^b UNIVERSITY OF ESSEX   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE SYSTEMS; ALGORITHMS; BACKPROPAGATION; MATHEMATICAL MODELS;

AUTOREGRESSIVE MODELS; BRAIN COMPUTER INTERFACES (BCI); BURG'S ALGORITHM; FIXED AUTOREGRESSIVE (FAR); MENTAL TASKS;

ELECTROENCEPHALOGRAPHY;

EID: 33744475087     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CNE.2005.1419704     Document Type: Conference Paper

References (14)

1. Anderson, C.W., Stolz, E.A., and Shamsunder, S., "Multivariate autoregressive models for classification of spontaneous electroencephalogram during mental tasks," IEEE Transactions on Biomedical Engineering, vol. 45, no. 3, pp. 277-286, 1998.
2. Burg, J.P., "A new analysis technique for time series data," NATO Adv. Study Inst. Signal Processing With Emphasis on Underwater Acoust., Aug. 1968
3. Donchin, E., Spencer, K.M., and Wijesinghe, R., "The mental prosthesis: assessing the speed of a P300-based brain-computer interface," IEEE Transactions on Rehabilitation Engineering, vol. 8 no. 2, pp. 174-179, June 2000.
4. Fante R.L., Signal Analysis and Estimation, John Wiley, 1988.
5. Jasper, H., "The ten twenty electrode system of the international federation," Electroencephalographic and Clinical Neurophysiology, 10: 371-375, 1958.
6. Keirn, Z.A., and Aunon, J.I., "A new mode of communication between man and his surroundings," IEEE Transactions on Biomedical Engineering, vol. 37, no.12, pp. 1209-1214, December 1990.
7. Osaka, M., "Peak alpha frequency of EEG during a mental task: task difficulty and hemispheric differences," Psychophysiology, vol.21, pp. 101-105, 1984.
8. Palaniappan, R., Paramesran, P., Nishida, S., and Saiwaki, N., "A New Brain-Computer Interface Design Using Fuzzy ARTMAP," IEEE Transactions on Neural System and Rehabilitation Engineering, vol. 10 pp. 140-148, Sept. 2002.
9. Pfurtscheller, C., et. al., "Current trends in Graz brain-computer interface (BCI) research," IEEE Transactions on Rehabilitation Engineering, vol. 8 no. 2, pp. 216-219, June 2000.
10. Rumelhart, D.E., and McCelland, J.L., Parallel Distributed Processing: Exploration in the Microstructure of Cognition, MIT Press, Cambridge, MA, vol. 1, 1986.
11. Schloegl, A., et. al., "Using Adaptive Autoregressive Parameters For A Brain-Computer-Interface Experiment," Proceedings of IEEE EMBS Conference, pp. 1533-1535, Nov 1997.
12. Shiavi, R., Introduction to Applied Statistical Signal Analysis, Aksen Associates, MA, 1991.
13. Vaughan, T.M., Wolpaw, J.R., and Donchin, E., "EEG based communications: Prospects and Problems," IEEE Transactions on Rehabilitation Engineering, vol. 4, no. 4, December 1996.
14. Wolpaw J.R., et. al., "Brain-Computer Interface Technology: A Review of the First International Meeting," IEEE Transactions on Rehabilitation Engineering, vol. 8 no. 2, pp. 164-173, June 2000.