Brain machine interface: A comparison between fuzzy and neural classifiers

International Journal of Innovative Computing, Information and Control

Volumn 5, Issue 7, 2009, Pages 1819-1827

  Hema, C R ^a   Paulraj, M P ^a   Nagarajan, R ^a   Yaacob, Sazali ^a   Adom, A H ^a  

^a UNIVERSITY MALAYSIA PERLIS   (Malaysia)

Author keywords

Brain machine interfaces; EEG signal processing; Fuzzy classifier; Mental tasks

Indexed keywords

BRAIN MACHINE INTERFACE; BRAIN MACHINE INTERFACES; CLASSIFICATION EFFICIENCY; EEG SIGNAL PROCESSING; EEG SIGNALS; ELECTRICAL ACTIVITIES; FUZZY CLASSIFIER; FUZZY CLASSIFIERS; MENTAL TASKS; MOTOR MOVEMENTS; NEURAL CLASSIFIERS; NEURODEGENERATIVE DISEASE;

BRAIN; ELECTROENCEPHALOGRAPHY; FUZZY SYSTEMS; LEARNING SYSTEMS; NEURAL NETWORKS; PATIENT REHABILITATION; SIGNAL PROCESSING;

CLASSIFIERS;

EID: 67749127373     PISSN: 13494198     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Conference Paper

References (17)

1. J. C. Principe, Brain machine interfaces: Mind over matter, 2005. http://www.ece.ufl.edu/publications/Archives/inthenews/2005/brainmachine.html
2. M. Teplan, Fundamentals of EEG measurement, Measurement Science Review, vol.2, pp.1-11, 2002.
3. Z. A. Keirn and J. I. Aunon, A new mode of communication between man and his surroundings, IEEE Transactions on Biomedical Engineering, vol.37, no.12, pp.1209-1214, 1990.
4. C. W. Anderson, E. A. Stolz and S. Shamsunder, Multivariate autoregressive models for classification of spontaneous electroencephalographic signals during mental tasks, IEEE Transactions on Biomedical Engineering, vol.45, no.3, pp.277-286, 1998.
5. C. R. Hema, S. Yaacob, A. H. Adom, M. P. Paulraj and R. Nagarajan, Classification of EEG mental task signals for a brain machine interface, Proc. of the International Colloquium on Signal Processing and Applications, Melaka, Malaysia, pp.129-131, 2007.
6. V. Bostanov, BCI competition 2003-data set Ib and IIb: Feature extraction from event related brain potentials with the continuous wavelet transform and t-Value scalogram, IEEE Transactions on Biomedical Engineering, vol.51, no.6, pp.1057-1061, 2004.
7. C. W. Anderson, J. N. Knight, T. O'Connor, M. J. Kirby and A. Sokolov, Geometric sabspace methods and time - Delay embedding for EEG artifact removal and classification, IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol.14, no.2, pp.142-146, 2006.
8. D. J. MacFarland, C. W. Anderson, K.-R. Muller, A. Schlogl and D. J. Krusienski, BCI meeting 2005 - workshop on BCI signal processing: Feature extraction and translation, IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol.14, no.2, pp.135-138, 2006.
9. N.-J. Huan and R. Palaniappan, Classification of mental tasks using fixed and adaptive autoregressive models of EEG signals, Proc. of the IEEE EMBS Conference, CA, USA, pp.507-510, 2004.
10. D. G. Domenick, International 10-20 electrode placement system for sleep, 1998. http://members.aol.com/aduial/1020sys.html
11. W. J. Xu, C. T. Guan, C. E. Siong, S. Ranganatha, M. Thulasidas and J. k. Wu, High accuracy classification of EEG signal, Proc. of the 17th International Conference on Pattern Recognition, UK, 2004.
12. T. Wang, J. Deng and B. He, Classification of motor imagery EEG patterns and their topographic representation, Proc. of 26th Annual Internal. Conf. of IEEE EMBS, CA, USA, pp.4359-4362, 2004.
13. B. K. Wan, B. Dhakal, H. Z. Qi and X. Zhu, Multi-method synthesizing to detect and classify epileptic waves in EEG, Proc. of the Fourth International Conference on Computer and Information Technology, 2004.
14. S. Chopra, R. Mitra and V. Kumar, Identification of rules using subtractive clustering with application to fuzzy controllers, Proc. Intl. Conf. on Machine Learning and Cybernetics, Shanghai, pp.4125-4130, 2004.
15. P. Andries, Engelbrecht, Computational Intelligence an Introduction, John Wiley and Sons Ltd, 2002.
16. C. R. Hema, M. P. Paulraj, S. Yaacob, A. Hamid and R. Nagarajan, Particle swarm neural network based classification of EEG mental tasks, Proc. of the International Colloquium on Signal Processing and its Applications, Kuala Lumpur, pp.347-350, 2008.
17. S. N. Sivanandam and M. Paulraj, Introduction to Artificial Neural Networks, Vikas Publishing House, India, 2003.