Characterization of Event Related Potentials Using Information Theoretic Distance Measures

IEEE Transactions on Biomedical Engineering

Volumn 51, Issue 5, 2004, Pages 737-743

  Aviyente, Selin ^a   Brakel, Linda A W ^b   Kushwaha, Ramesh K ^b   Snodgrass, Michael ^b   Shevrin, Howard ^b   Williams, William J ^c  

^a Michigan State University   (United States)

^b UNIVERSITY OF MICHIGAN HEALTH SYSTEM   (United States)

^c University of Michigan   (United States)

Author keywords

Distance measures; Event related potentials; R nyi entropy; Time frequency distribution

Indexed keywords

BRAIN MODELS; SIGNAL PROCESSING; WAVEFORM ANALYSIS; WAVELET TRANSFORMS;

EVENT-RELATED POTENTIALS; TIME-FREQUENCY DISTRIBUTION; TRANSIENT PHENOMENA;

BIOELECTRIC POTENTIALS;

ARTICLE; CONTROLLED STUDY; ELECTROENCEPHALOGRAM; EVALUATION; EVENT RELATED POTENTIAL; HUMAN; INFORMATION SCIENCE; MEASUREMENT; PHOBIA; PSYCHOLOGY; SIGNAL PROCESSING; SNAKE; SPIDER; THEORETICAL MODEL; WAVEFORM;

ALGORITHMS; BRAIN; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; INFORMATION THEORY; MODELS, NEUROLOGICAL; MODELS, STATISTICAL; PHOBIC DISORDERS; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 1942489147     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2004.824133     Document Type: Article

References (24)

1. H. Shevrin, J. A. Bond, L. A. Brakel, R. K. Hertel, and W. J. Williams, Conscious and Unconscious Processes: Psychodynamic, Cognitive and Neurophysiological Convergences. New York: Guilford, 1996.
2. H. Shevrin, W. J. Williams, R. E. Marshall, R. K. Hertel, J. A. Bond, and L. A. Brakel, "Event-related potential indicators of the dynamic unconscious," Consciousness Cogn, vol. 1, pp. 340-366, 1992.
3. R. J. Sclabassi, M. Sun, D. N. Krieger, P. Jasiukaitis, and M. S. Scher, "Time-frequency domain problems in the neurosciences," in Time-Frequency Signal Analysis: Methods and Applications, B. Boashash, Ed. Melbourne, Australia: Longman-Cheshire, 1992, pp. 498-519.
4. W. J. Williams, H. P. Zaveri, and J. C. Sackellares, " Time-frequency analysis of electrophysiology signals in epilepsy," IEEE Trans. Eng. Med. Biol., pp. 133-143, Mar. 1995.
5. A. J. Bell and T. J. Sejnowski, "An information-maximization approach to blind separation and blind deconvolution," Neural Comput., vol. 7, pp. 1129-1159, 1995.
6. R. K. Kushwaha, W. J. Williams, and H. Shevrin, "An information flow technique for category related event-related potentials," IEEE Trans. Biomed. Eng., vol. 39, pp. 165-175, Feb. 1992.
7. R. Kushwaha, W. J. Williams, H. Shevrin, and J. C. Sackellares, "An information flow technique in ERP application," in Proc. 15th Annu. Int. Conf. IEEE Engineering in Medicine and Biology Society, vol. 11, 1989, pp. 715-716.
8. W. J. Williams, H. Shevrin, and R. E. Marshall, "Information modeling and analysis of event-related potentials," IEEE Trans. Biomed. Eng., vol. 34, pp. 928-937, Dec. 1987.
9. T. M. Cover and J. A. Thomas, Elements of Information Theory, ser. Communications. New York: Wiley, 1991.
10. A. Rényi, "On measures of entropy and information," in Proc. 4th Berkeley Symp. Mathmatics Statistics and Probability, vol. 1, 1961, pp. 547-561.
11. M. Ben-Bassat and J. Raviv, "Rényi's entropy and the probability of error," IEEE. Trans. Inform. Theory, vol. IT-24, pp. 324-330, May 1978.
12. E. Gökçay and J. C. Principe, "New clustering evaluation function using Rényi's information potential," in Proc. IEEE Int. Conf. Acoustics, Speech, and Signal Processing, 2000, pp. 3490-3493.
13. M. E. Hellman and J. Raviv, "Probability of error, equivocation, and the Chernoff bound," IEEE. Trans. Inform. Theory, vol. IT-16, pp. 368-372, July 1970.
14. A. O. Hero, B. Ma, O. Michel, and J. Gorman, "Alpha-Divergence for Classification, Indexing and Retrieval," Univ. Michigan, EECS: Systems, Tech. Rep., May 2001.
15. L. Cohen, Time-Frequency Analysis. Englewood Cliffs, NJ: Prentice-Hall, 1995.
16. W. J. Williams, M. Brown, and A. Hero, "Uncertainty, information and time-frequency distributions," Proc. SPIE-Advanced Signal Processing Algorithms, vol. 1556, pp. 144-156, 1991.
17. R. G. Baraniuk, P. Flandrin, A. J. E. M. Janssen, and O. Michel, "Measuring time-frequency information content using the Rényi entropies," IEEE Trans. Inform. Theory, vol. 47, pp. 1391-1409, May 2001.
18. M. Basseville, "Distance measures for signal processing and pattern recognition," Signal Processing, vol. 18, no. 4, pp. 349-369, Dec. 1989.
19. I. Csiszar, "Information-type distance measures and indirect observations," Stud. Sci. Math. Hungar., vol. 2, pp. 299-318, 1967.
20. O. Michel, R. G. Baraniuk, and P. Flandrin, "Time-frequency based distance and divergence measure," in Proc. IEEE Int. Symp. Time-Frequency and Time-Scale Analysis, 1994, pp. 64-67.
21. C. R. Rao and T. N. Nayak, "Cross-entropy dissimilarity measures and characterizations of quadratic entropy," IEEE Trans. Inform. Theory, vol. 31, no. 9, pp. 589-593, Sept. 1985.
22. B. W. Lindgren and G. W. McElrath, Probability and Statistics. New York: The Macmillan Company, 1959.
23. J. Cohen, Statistical Power Analysis for the Behavioral Sciences. New York: Academic, 1977.
24. M. L. Brown, W. J. Williams, and A. O. Hero, "Non-orthogonal gabor representation of event-related potentials," in Proc. 15th Annu. Int. Conf. IEEE Engineering in Medicine and Biology Society, 1993, pp. 314-315.