Investigation of the type-2 fuzzy logic approach to classification in an EEG-based brain-computer interface

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn 7 VOLS, Issue , 2005, Pages 5354-5357

  Herman, P ^a,b   Prasad, G ^b   McGinnity, T M ^a,b  

^a IEEE   (United Kingdom)

^b UNIVERSITY OF ULSTER   (United Kingdom)

Author keywords

Brain computer interface; Electroencephalogram; Time frequency analysis; Type 2 fuzzy logic system

Indexed keywords

BIOELECTRIC POTENTIALS; BRAIN; FUZZY SETS; HUMAN COMPUTER INTERACTION; METABOLISM; PATTERN RECOGNITION;

BRAIN COMPUTER INTERFACES (BCI); BRAIN DYNAMICS; FUZZY LOGIC SYSTEMS (FLS); LINEAR DISCRIMINANT ANALYSIS (LDA); TIME FREQUENCY ANALYSIS;

ELECTROENCEPHALOGRAPHY;

EID: 33846934964     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/iembs.2005.1615691     Document Type: Conference Paper

References (9)

1. E. Niedermeyer, F. Lopes da Silva, Electroencephalography: Basic Principles, Clinical Applications and Related Fields, 4th ed., Williams and Wilkins, 1998.
2. T.M. Vaughan, W.J. Heetderks, L.J. Trejo, W.Z. Rymer, M. Weinrich, M.M. Moore, A. Kubler, B.H. Dobkin, N. Birbaumer, E. Donchin, E.W. Wolpaw, J.R. Wolpaw, "Brain-Computer Interface Technology: A Review of the Second International Meeting," IEEE Trans. on Neural Sys. and Rehab. Eng., vol.11, no.2, pp.94-109, June 2003.
3. J. M. Mendel, Uncertain Rule-Based Fuzzy Logic Systems: Introduction and New Directions, Prentice-Hall, USA, 2001.
4. B. Blankertz, G. Curio, K. Muller, "Classifying single trial EEQ: Towards braincomputer interfacing," Advances in NIPS, vol. 14, Cambridge, MA, USA, 2001.MIT Press.
5. E. Haselsteiner, G. Pfurtscheller, "Using time-dependent NNs for EEG classification," IEEE Trans. on Neural Sys. and Rehab. Eng., vol. 8, no.4, pp.457-462, December 2000.
6. F. Cinotti, D. Mattia, C. Babiloni, F. Carducci, S. Salinari, L. Bianchi, M.G. Marciani, F.Babiloni, "The Use of EEG Modifications Due to Motor Imagery for Brain-Computer Interfaces," IEEE Trans. on Neural Sys. and Rehab. Eng., vol.11, no.2, pp. 131-133, June 2003.
7. D. Coyle, G. Prasad, T.M. McGinnity. "A Time-Frequency Approach to Feature Extraction for a Brain-Computer Interface with a Comparative Analysis of Performance Measures," EURASIP Journal on Applied Signal Processing, 2005. (to be published)
8. J-S. Wang and C.S.G. Lee, "Self-Adaptive Neuro-Fuzzy Inference Systems for Classification Applications," IEEE Trans. on Fuzzy Sys., vol.10, no. 6, pp. 790-802, December 2002.
9. C. Wang, C. Cheng, T. Lee, "Dynamical Optimal Training for Interval Type-2 Fuzzy Neural Network (T2FNN)," Part B, IEEE Trans. on Sys., Man and Cyb., vol. 34, no.3, pp.1462 - 1477, June 2004.