Fuzzy similarity index for discrimination of EEG signals

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

Volumn , Issue , 2006, Pages 5346-5349

  Übeyli, Elif Derya ^a  

^a TOBB UNIVERSITY OF ECONOMICS AND TECHNOLOGY   (Turkey)

Author keywords

Chaotic signal; Electroencephalogram (EEG) signals; Fuzzy similarity index; Lyapunov exponents

Indexed keywords

ELECTROENCEPHALOGRAPHY; INFORMATION ANALYSIS; LYAPUNOV FUNCTIONS; NEUROLOGY; SIGNAL PROCESSING;

CHAOTIC SIGNAL; ELECTROENCEPHALOGRAM (EEG) SIGNALS; FUZZY SIMILARITY INDEX; LYAPUNOV EXPONENTS;

FUZZY SETS;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; COMPUTER ASSISTED DIAGNOSIS; COMPUTER PROGRAM; ELECTROENCEPHALOGRAPHY; EPILEPSY; EQUIPMENT; FUZZY LOGIC; HUMAN; METHODOLOGY; PATHOLOGY; SIGNAL PROCESSING; STATISTICAL MODEL; THEORETICAL MODEL;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROENCEPHALOGRAPHY; EPILEPSY; FUZZY LOGIC; HUMANS; MODELS, STATISTICAL; MODELS, THEORETICAL; SIGNAL PROCESSING, COMPUTER-ASSISTED; SOFTWARE;

EID: 34047127375     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2006.259316     Document Type: Conference Paper

References (16)

1. K. Lehnertz, "Non-linear time series analysis of intracranial EEG recordings in patients with epilepsy - an overview," International Journal of Psychophysiology, vol. 34(1), pp. 45-52, 1999.
2. J.P. Pijn, J.V. Neerven, A. Noest, F.H. Lopes da Silva, "Chaos or noise in EEG signals; dependence on state and brain site.," Electroencephalography and Clinical Neurophysiology, vol. 79(5), pp. 371-381, 1991.
3. R. Ferri, F. Alicata, S. Del Gracco, M. Elia, S.A. Musumeci, M.C. Stefanini, "Chaotic behavior of EEG slow-wave activity during sleep," Electroencephalography and Clinical Neurophysiology, vol. 99(6), pp. 539-543, 1996.
4. A.M. Lindenberg, "The evolution of complexity in human brain development: an EEG study," Electroencephalography and Clinical Neurophysiology, vol. 99(5), pp. 405-411, 1996.
5. N.B. Finnerup, A. Fuglsang-Frederiksen, P. Rossel, P. Jennum, "A computer-based information system for epilepsy and electroencephalography," International Journal of Medical Informatics, vol 55(2), pp. 127-134, 1999.
6. S.N. Sarbadhikari, K. Chakrabarty, "Chaos in the brain: a short review alluding to epilepsy, depression, exercise and lateralization.," Medical Engineering & Physics, vol. 23(7), pp. 445-455, 2001.
7. R. Silipo, G. Deco, R. Vergassola., H. Bartsch, "Dynamics extraction in multivariate biomedical time series," iological Cybernetics, vol. 79(1), pp, 15-27, 1998.
8. K. Sadegh-Zadeh, "Advances in fuzzy theory. Artificial Intelligence in Medicine," vol. 15(3), pp. 309-323, 1999.
9. E. Binaghi, A.D. Ventura, A. Rampini, R. Schettini, "Fuzzy reasoning approach to similarity evaluation in image analysis.," International Journal of Intelligent Systems, vol. 8, pp. 749-769, 1993.
10. Y.A. Tolias, S,M. Panas, L.H. Tsoukalas, "Generalized fuzzy indices for similarity matching," Fuzzy Sets and Systems, vol. 120(2), pp. 255-270, 2001.
11. R.G. Andrzejak, K. Lehnertz, F. Mormann, C. Rieke, P. David, C.E. Elger, "Indications of nonlinear deterministic and finitedimensional structures in time seires of brain electrical activity: dependence on recording region and brain state," Physical Review E 2001;64,061907.
12. H.D.I. Abarbanel, R. Brown, M.B. Kennel, "Lyapunov exponents in chaotic systems: their importance and their evaluation using observed data," International Journal of Modern Physics B, vol. 5(9), pp. 1347-1375, 1991.
13. S. Haykin, X.B. Li, "Detection of signals in chaos," Proceedings of the IEEE, vol. 83(1), pp. 95-122, 1995.
14. İ Guler, E.D. Übeyli, "Detecting variability of internal carotid arterial Doppler signals by Lyapunov exponents," Medical Engineering & Physics, vol. 26(9), pp. 763-771, 2004.
15. E.D. Übeyli, İ. Güler, "Determining variability of ophthalmic arterial Doppler signals using Lyapunov exponents," Computers in Biology and Medicine, vol. 35(5), pp. 405-420, 2005.
16. H. Lee-Kwang, Y-S. Song, K-M. Lee, "Similarity measure between fuzzy sets and between elements," Fuzzy Sets and Systems,vol. 62(3), pp. 291-293, 1994.