AR-PCA-HMM approach for sensorimotor task classification in EEG-based brain-computer interfaces

Proceedings - International Conference on Pattern Recognition

Volumn , Issue , 2010, Pages 113-116

  Argunşah, Ali Özgür ^a,b   Çetin, Müjdat ^b  

^a INSTITUTO GULBENKIAN DE CIÊNCIA   (Portugal)

^b SABANCI UNIVERSITY   (Turkey)

Author keywords

BCI; EEG; HMM

Indexed keywords

AUTOREGRESSIVE PARAMETERS; BCI; BRAIN-COMPUTER INTERFACING; CLASSIFICATION METHODS; EEG; HMM; MOTOR IMAGERY EEG; SINGLE TRIAL; TASK CLASSIFICATION;

BRAIN MODELS; FEATURE EXTRACTION; HIDDEN MARKOV MODELS; INTERFACES (COMPUTER); PRINCIPAL COMPONENT ANALYSIS;

BRAIN COMPUTER INTERFACE;

EID: 78149473537     PISSN: 10514651     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICPR.2010.36     Document Type: Conference Paper

References (14)

1. J. R. Wolpaw, N. Birbaumer, D. J. McFarland, G. Pfurtscheller, and T. M. Vaughan, "Brain-computer interfaces for communication and control." Clin Neurophysiol, vol. 113, no. 6, pp. 767-791, June 2002. [Online]. Available: http://view.ncbi.nlm.nih.gov/pubmed/12048038
2. C. Neuper, G. Muller, A. Kubler, N. Birbaumer, and G. Pfurtscheller, "Clinical application of an EEG-based brain computer interface: a case study in a patient with severe motor impairment," Clinical Neurophysiology, vol. 114, no. 3, pp. 399-409, March 2003. [Online]. Available: http://dx.doi.org/10.1016/S1388-2457(02)00387-5
3. G. Pfurtscheller, C. Neuper, G. Muller, B. Obermaier, G. Krausz, A. Schlogl, R. Scherer, B. Graimann, C. Keinrath, D. Skliris, M. Wortz, G. Supp, and C. Schrank, "Graz-BCI: state of the art and clinical applications," IEEE Trans. on Neural Systems and Rehab. Eng., vol. 11, no. 2, pp. 1-4, June 2003.
4. J. Holsheimer and B. Feenstra, "Volume conduction and EEG measurements within the brain: A quantitative approach to the influence of electrical spread on the linear relationship of activity measured at different locations," Electroencephalography and Clinical Neurophysiology, vol. 43, no. 1, pp. 52-58, 1977. [Online]. Available: http://doc.utwente.nl/68036/
5. F. Lotte, M. Congedo, A. Lécuyer, F. Lamarche, and B. Arnaldi, "A review of classification algorithms for EEG-based brain-computer interfaces." Journal of neural engineering, vol. 4, no. 2, June 2007. [Online]. Available: http://view.ncbi.nlm.nih.gov/pubmed/17409472
6. D. McFarland and J. Wolpaw, "Sensorimotor rhythm-based brain-computer interface (BCI): feature selection by regression improves performance," IEEE Trans. on Neural Systems and Rehab. Eng., vol. 13, no. 3, pp. 372-379, Sept. 2005.
7. W. D. Penny and S. J. Roberts, "Bayesian methods for autoregressive models," in Neural Networks for Signal Processing X, 2000. Proceedings of the 2000 IEEE Signal Processing Society Workshop, vol. 1, 2000.
8. L. R. Rabiner, "A tutorial on hidden Markov models and selected applications in speech recognition," Proc IEEE, pp. 257-286, 1989.
9. F. Cincotti, D. Mattia, C. Babiloni, F. Carducci, S. Salinari, L. Bianchi, M. Marciani, and F. Babiloni, "The use of EEG modifications due to motor imagery for brain-computer interfaces," IEEE Trans. Neural Sys. and Rehab. Eng., vol. 11, no. 2, pp. 131-133, June 2003.
10. B. Obermaier, C. Guger, C. Neuper, and G. Pfurtscheller, "Hidden Markov models for online classification of single trial EEG data," Pattern Recogn. Lett., vol. 22, no. 12, pp. 1299-1309, 2001.
11. S. Solhjoo, A. M. Nasrabadi, and M. Golpayegani, "EEG-based mental task classification in hypnotized and normal subjects," in Engineering in Medicine and Biology Society, 2005. IEEE-EMBS 2005. 27th Annual International Conference of the, Jan. 2005, pp. 2041-2043.
12. C. Brunner, R. Scherer, B. Graimann, G. Supp, and G. Pfurtscheller, "Online control of a brain-computer interface using phase synchronization," IEEE Trans. Biomedical Engineering, vol. 53, no. 12, pp. 2501-2506, Dec. 2006.
13. M. Naeem, C. Brunner, R. Leeb, B. Graimann, and G. Pfurtscheller, "Seperability of four-class motor imagery data using independent components analysis," Journal of Neural Engineering, vol. 3, no. 3, pp. 208-216, 2006. [Online]. Available: http://stacks.iop.org/1741-2552/3/208
14. B. Obermaier, C. Munteanu, A. Rosa, and G. Pfurtscheller, "Asymmetric hemisphere modeling in an offline brain-computer interface," IEEE Trans. on Systems, Man, and Cybernetics, Part C: Applications and Reviews, vol. 31, no. 4, pp. 536-540, Nov 2001.