Brain state identification and forecasting of acute pathology using unsupervised fuzzy clustering of EEG temporal patterns

Fuzzy and Neuro-Fuzzy Systems in Medicine

Volumn , Issue , 2017, Pages 57-93

  Geva, Amir B ^a   Kerem, Dan H ^b  

^a BEN GURION UNIVERSITY OF THE NEGEV   (Israel)

^b MEDICAL CORPS   (Israel)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 85053972930     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1201/9780203713419     Document Type: Chapter

References (36)

1. Berger, H., Uber das Elektroenzephalogram des Menschen, Arch. Psychiat. Nervenkrankheiten, 87, 527, 1929.
2. rJ Edition, Prentice Hall International Inc. London, 1991, Chapters 50 and 51.
3. Nunez, P. L., Ed., Neocortical Dynamics and Human EEG Rhythms. Oxford University Press. Oxford, 1995, Chapters 1 and 2.
4. Sejnowski, T. J, McCormick, D. A., and Steriade, M., Thalamocortical oscillations in sleep and wakefulness, in The Handbook of Brain Theory and Neural Networks, Arbib, M. A., Ed, The MIT Press, Cambridge, Massachusetts, 1995,976.
5. Geva, A. B., Pratt, H., and Zeevi, Y.Y., Spatio-Temporal Source Estimation of Evoked Potentials by Wavelet-Type Decomposition, in Advances in Processing and Pattern Analysis of Biological Signals, Gath, I., and Inbar, G. F., Eds., Plenum Press, New York, 1996, 103.
6. Rechtschaffen, A. and Kales, A., Manual of Standardized Terminology, Techniques and Scoring System for Sleep Stages of Human Subjects, N.I.H. publication No. 204, U.S. Government Printing Office, Washington, D.C., 1968.
7. Loiseau, P., Epilepsies, in Guide to Clinical Neurology, Mohr, J. P. and Gautier, J. C., Eds., Churchill Livingstone, New York, 1995, 903.
8. th Inti. Symp. on Epilepsy, Georg Thieme Publishers, Stuttgart, 1976, 365.
9. McGillem, C. D. and Aunon, J. I., Analysis of Event-Related Potentials, in EEG Handbook Vol. 1: Methods of Analysis of Brain Electrical and Magnetic Signals, Gevins, A. S. and Remond, A., Eds., Elsevier Science Publishers, Amsterdam, 1987, 131.
10. Elbert, T., Ray, W. J., Kowalik, Z. J., Skinner, J. E., Graf, K. E., and Birbaumer, N., Chaos and Physiology: Deterministic Chaos in Excitable Cell Assemblies. Phsiol. Rev., 74, 1, 1994.
11. Babloyantz, A. and Destexhe, A., Low dimensional chaos in an instance of epilepsy, Proc. Natl. Acad. Sci. U.S.A., 83, 3513, 1986.
12. Iasemidis, L. D. and Sackellares, J. C, The evolution with time of the spatial distribution of the largest Lyapunov exponent in the human epileptic cortex, in Measuring Chaos in the Human Brain, Duke, D. and Pritchard, W., Eds., Singapore World Scientific, 1991, 49.
13. Pjin, A. P., Van Neerven, J., Noestt, N., and Lopes Da Silva, F. H., Chaos or noise in EEG signals: Dependence on state and brain site, Electroencephalorgr. Clin. Neurophysiol., 79, 371, 1991.
14. Zadeh, L. A., Fuzzy Sets, Information and Control 8, 338, 1965.
15. Gath, I. and Geva, A., Unsupervised optimal fuzzy clustering, IEEE Trans, vol. PAMll, 773, 1989.
16. Gath, I. and Geva, A., Fuzzy clustering for estimation of parameter of the components of mixtures of normal distributions, Pattern Recog. Lett., 9, 77, 1989.
17. Bronzino, J. D., Ed., Handbook of Biomedical Engineering. Section VI: Biomedical Signal Analysis. CRC Press. Boca Raton, Florida, 1995, 802.
18. Daubechies, I., Orthogonal Bases of Compactly Supported Wavelets, Commun. Pure Appl. Math., 41, 909, 1988.
19. Mallat, S. G., A Theory for Multiresolution Signal Decomposition: The Wavelet Representation, IEEE Trans. PAMI-11,1, 674, 1989.
20. Mallat, S. G. and Zhong, S., Characterization of signal from multiscale edges, IEEE Trans. PAM I, 10, 710, 1992.
21. Sun, M. and Sclabassi, R. J., Wavelet feature extraction from neurophysiological signals, in M. Akay, Ed., Time-Frequency and Wavelets in Biomedical Signal Processing. IEEE Press, New York, 1998, 305.
22. Mallat, S. and Zhang, Z., Matching persuits with time-frequency dictionaries, IEEE Trans, on Signal Processing 12, 3397, 1993.
23. Geva, A. B, Pratt, H., and Zeevi, Y.Y., Multichannel Wavelet-Type Decomposition of Evoked Potentials: Mode-Based Recognition of Generator Activity. Med. and Biol. Eng. and Comput. 35, 40, 1997.
24. Gersho, A. and Gray, R. M., Eds., Vector Quantization and Signal Compression, Kluwer Academic Publisher, 1992.
25. Geva, A. B. and Pratt, H., Unsupervised Clustering of Evoked Potentials by Waveform. Med. and Biol. Eng. and Comput. 32, 543, 1994.
26. Bezdek, J. C., Pattern recognition with Fuzzy Objective Function Algorithms, Plenum Press, New York, 1981.
27. Gath, I., Feuerstein, C., and Geva, A., Unsupervised Classification and Adaptive Definition of Sleep Patterns, Pattern Recognition Letters, 15, 977, 1994.
28. Clark, J. M., Oxygen toxicity, in The Physiology and Medicine of Diving. Bennett, P. B. and Elliott D. H., Eds. 3rd Edition, Best Publishing Co. San Pedro, California, 1982, 200.
29. Krajca, V., Petranek, S., Patakova, I., and Varri, A., Automatic identification of significant graphoelements in multichannel EEG recordings by adaptive segmentation and fuzzy clustering, Int. J. Biomed. Comput. 28, 71, 1991.
30. Rogowski, Z., Gath, I., and Bental, E, On the prediction of epileptic seizures, Biol. Cyber., 42, 9, 1981.
31. Pratt, H., Erez, A., and Geva, A. B, Effects of Auditory/Visual and Lexical/Non-lexical Comparisons on Event-related Potentials in a Memory Scanning Task. Memory, 5, 321, 1997.
32. Zouridakis, G., Jansen, B. H., and Boutros, N. N., A Fuzzy Clustering Approach to EP Estimation. IEEE Trans. Biomed. Engin. 44, 673, 1997.
33. Sartene, R., Poupard, L., Bernard, J. L, and Wallet, J. C., Sleep Images Using the Wavelet Transform to Process Polysomnographic Signals, in Wavelets in Medicine and Biology, Aldroubi A., and Unser, M., Eds., CRS Press, Roca Baton, Fla., 1966, Chapter 13.
34. Brandt, M. E, Jansen, B. H, and Carbonari, J. P., Pre-stimulus Spectral EEG Patterns and the Visual Evoked Response, Electroenceph. Clin. Neurophysiol., 80, 16, 1991.
35. Genossar, T. and Porat, M, Optimal Bi-Orthonormal Approximation of Signals, IEEE Trans, on Systems, Man, and Cybernetics, vol. 22, 3, p. 449, 1992.
36. Noble B., Applied Linear Algebra, Prentice-Hall, Englewood Cliffs, NJ, 1969.