Multichannel fusion models for the parametric classification of differential brain activity

IEEE Transactions on Biomedical Engineering

Volumn 52, Issue 11, 2005, Pages 1869-1881

  Gupta, Lalit ^a   Chung, Beomsu ^a,d   Srinath, Mandyam D ^b   Molfese, Dennis L ^c   Kook, Hyunseok ^a  

^a Southern Illinois University Carbondale   (United States)

^b Southern Methodist University   (United States)

^c UNIVERSITY OF LOUISVILLE   (United States)

^d Samsung Advanced Institute of Technology (SAIT)   (South Korea)

Author keywords

Evoked potentials; Multisensor fusion; Parametric classification

Indexed keywords

BIOELECTRIC POTENTIALS; BIOMEDICAL ENGINEERING; SENSOR DATA FUSION; VECTORS;

MULTISENSOR FUSION; PARAMETRIC CLASSIFICATION;

BRAIN;

ARTICLE; BRAIN FUNCTION; CLASSIFICATION; COGNITION; COMPARATIVE STUDY; ELECTRIC ACTIVITY; ELECTROENCEPHALOGRAM; EVOKED RESPONSE; HEART ARRHYTHMIA; HUMAN; HUMAN TISSUE; MODEL; PARAMETRIC TEST; STIMULUS RESPONSE; TASK PERFORMANCE; WAVEFORM;

ACTION POTENTIALS; ALGORITHMS; BRAIN; BRAIN MAPPING; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; HUMANS; MODELS, NEUROLOGICAL; PATTERN RECOGNITION, AUTOMATED;

EID: 27644599839     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2005.856272     Document Type: Article

References (21)

1. L. Gupta, J. Phegley, and D. L. Molfese, "Parametric classification of multichannel evoked potentials," IEEE Trans. Biomed. Eng., vol. 49, no. 8, pp. 905-911, Aug. 2002.
2. P. G. Simos and D. L. Molfese, "Event-related potentials in a two-choice task involving within-form comparisons of pictures and words," Int. J. Neurosci., vol. 90, no. 3-4, pp. 233-254, 1997.
3. P. K. Varshney, "Multisensor data fusion," Electron. Commun. Eng. J., pp. 245-253, Dec. 1997.
4. D. L. Hall, "An introduction to multisensor data fusion," Proc. IEEE, vol. 85, no. 1, pp. 6-23, Jan 1997.
5. L. Gupta, D. L. Molfese, R. Tammana, and P. G. Simos, "Nonlinear alignment and averaging for estimating the evoked potential," IEEE Trans. Biomed. Eng., vol. 43, no. 4, pp. 348-356, Apr. 1996.
6. C. E. Davila and R. Srebro, "Subspace averaging of steady-state visual evoked potentials," IEEE Trans. Biomed. Eng., vol. 47, no. 6, pp. 720-728, Jun. 2000.
7. M. Hansson, T. Gansler, and G. Salomonsson, "A system for tracking changes in the mid-latency evoked potential during anesthesia," IEEE Trans. Biomed. Eng., vol. 45, no. 3, pp. 323-334, Mar 1998.
8. S. E. Barret and M. D. Rugg, "Event-related potentials and the semantic matching of picture names," Brain Cogn., vol. 14, pp. 201-212, 1990.
9. A. F. Kramer and E. Donchin, "Brain potentials as indexes of orthographic and phonological interaction during word matching," J. Exp. Psychol., vol. 13, pp. 76-86, 1987.
10. T. Hinterberger, B. Wilhelm, J. Mellinger, B. Kotchoubey, and N. Birbaumer, "A device for the detection of cognitive brain functions in completely paralyzed and unresponsive patients," IEEE Trans. Biomed. Eng., vol. 52, no. 2, pp. 211-220, Feb 2005.
11. L. A. Farwell and E. Donchin, "Talking off the top of your head: Toward a mental prosthesis utilizing event-related brain potentials," Electroenceph. Clin. Neurophysiol., vol. 70, 1988.
12. J. Polich, T. Brock, and M. W. Geisler, "P300 from somatosensory stimuli: Probability and interstimulus interval," Int. J. Psychophysiol., vol. 11, pp. 1-5, 1991.
13. C. Ogura, Y. Koga, and M. Shimokochi, Recent Advances in Event-Related Brain Potential Research. New York: Elsevier, 1996.
14. S. Bentin, "Event-related potentials, semantic processes, and expectancy factors in word recognition," Brain Lang., vol. 31, pp. 308-327, 1987.
15. J. Polich, "Semantic categorization and event-related potentials," Brain Lang., vol. 26, pp. 304-321, 1985.
16. J. Phegley, K. Perkins, L. Gupta, and L. Hughes, "Multi-category prediction of multifactorial diseases through risk factor fusion and rank sum selection," IEEE Trans. Syst., Man, Cybern. A, to be published.
17. C. W. Anderson, E. A. Stolz, and S. Shamsunder, "Multivariate autoregressive models for classification of spontaneous electroencephalographic signals during mental tasks," IEEE Trans. Biomed. Eng., vol. 45, no. 3, pp. 277-286, Mar. 1998.
18. A. A. Dingle, R. D. Jones, G. J. Carroll, and W. R. Fright, "A multistage system to detect epileptiform activity in the EEG," IEEE Trans. Biomed. Eng., vol. 40, no. 12, pp. 1260-1268, Dec. 1993.
19. D. L. Molfese, "Predicting dyslexia at 8 years of age using neonatal brain responses," Brain Lang., vol. 72, pp. 238-245, 2000.
20. U. Hoppe, S. Weiss, R. W. Stewart, and U. Eysholdt, "An automatic sequential recognition method for cortical auditory evoked potentials," IEEE Trans. Biomed. Eng., vol. 48, no. 2, pp. 154-164, Feb. 2001.
21. A. Ademoglu, E. M-Tzanakou, and Y. Istefanopulos, "Analysis of pattern reversal visual evoked potentials (PRVEPs) by spline wavelets," IEEE Trans. Biomed. Eng., vol. 44, pp. 881-890, 1997.