Classifier-Directed Signal Processing in Brain Research

IEEE Transactions on Biomedical Engineering

Volumn BME-33, Issue 12, 1986, Pages 1054-1068

  Gevins, Alan S ^a   Morgan, Nelson H ^a  

^a SAM Technology Inc   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BIOMEDICAL ENGINEERING; BRAIN; CLASSIFICATION; ELECTROENCEPHALOGRAPHY; EVOKED RESPONSE; HUMAN; PHYSIOLOGY; REVIEW; SIGNAL PROCESSING;

BIOMEDICAL ENGINEERING; BRAIN; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; HUMAN; SIGNAL PROCESSING, COMPUTER-ASSISTED; SUPPORT, NON-U.S. GOV'T; SUPPORT, U.S. GOV'T, NON-P.H.S.; SUPPORT, U.S. GOV'T, P.H.S.;

PATTERN RECOGNITION; SIGNAL PROCESSING - MEDICAL APPLICATIONS; WAVEFORM ANALYSIS;

BRAIN; CLASSIFIER-DIRECTED ANALYSIS; CLOSED-LOOP ANALYSIS; FEATURE EXTRACTION; PATTERN CLASSIFICATION;

BIOMEDICAL ENGINEERING;

EID: 0022929602     PISSN: 00189294     EISSN: 15582531     Source Type: Journal    
DOI: 10.1109/TBME.1986.325682     Document Type: Article

References (43)

1. A. S. Gevins, “Pattern recognition of human brain electrical potentials,” IEEE Trans. Pattern Anal. Machine Intell., vol. PAMI-2, no. 5, pp. 383–404, 1980.
2. —, “Analysis of the electromagnetic signals of the human brain: Milestones, obstacles and goals,” IEEE Trans. Biomed. Eng., vol. BME-31, no. 12, pp. 833–850, 1984.
3. —, “Statistical pattern recognition,” in Handbook of Electroencephalography and Clinical Neurophysiology: Vol. I: Methods of Analysis of Brain Electrical and Magnetic Signals, A. Gevins and A. Remond, Eds. Amsterdam, The Netherlands: Elsevier, ch. 17, to be published.
4. A. S. Gevins, G. M. Zeitlin, C. Yingling, J. Doyle, M. Dedon, J. Henderson, R. Schaffer, J. Roumasset, and C. Yeager, “EEG patterns during ‘cognitive’ tasks. Part 1. Methodology and analysis of complex behaviors,” Electroenceph. Clin. Neurophysiol., vol. 47, pp. 693–703, 1979a.
5. A. S. Gevins, G. M. Zeitlin, J. C. Doyle, R. E. Schaffer, and E. Callaway, “EEG patterns during cognitive tasks. Part 2. Analysis of controlled tasks,” Electroenceph. Clin. Neurophysiol., vol. 47, pp. 704–710, 1979b.
6. A. S. Gevins, G. M. Zeitlin, J. C. Doyle, R. E. Schaffer, C. D. Yingling, C. L. Yeager, and E. Callaway, “EEG correlates of higher cortical functions,” Science, vol. 203, pp. 665–668, 1979c.
7. A. S. Gevins, J. Doyle, B. Cutillo, R. Schaffer, R. Tannehill, J. Ghannam, V. Gilcrease, and C. Yeager, “Electrical potentials in human brain during cognition: New method reveals dynamic patterns of correlation,” Science, vol. 213, pp. 918–922, 1981.
8. A. S. Gevins, R. E. Schaffer, J. C. Doyle, B. A. Cutillo, R. L. Tannehill, and S. L. Bressler, “Shadows of thought: Rapidly changing, asymmetric brain-potential patterns of a brief visuomotor task,” Science, vol. 220, pp. 97–99, 1983.
9. A. S. Gevins, J. C. Doyle, B. A. Cutillo, R. E. Schaffer, R. S. Tannehill, S. L. Bressler, and G. Zeitlin, “Neurocognitive pattern analysis of a visuomotor task: Low-frequency evoked correlations,” Psychophysiol., vol. 22, pp. 32–43, 1985.
10. A. S. Gevins and N. H. Morgan, “Ignorance-based systems,” in Proc. IEEE Conf. Acoust., Speech, Signal Processing, vol. 3, San Diego, CA, 1984, pp. 39A.5.1–391.5.4.
11. N. H. Morgan and A. S. Gevins, “Ignorance-based signal estimation given multiple noisy realizations,” in Proc. Int. Conf. Acoust., Speech, Signal Processing (ICASSP-86), Tokyo, Japan.
12. C. D. McGillem, J. I. Aunon, and D. Childers, “Signal processing in evoked potential research: Applications of filtering and pattern recognition,” CRCCrit. Rev. Bioeng., vol. 6, no. 3, pp. 225–265, 1981.
13. J. M. Mendel and K. S. Fu, Adaptive Learning and Pattern Recognition Systems. New York: Academic, 1970.
14. R. O. Duda and P. E. Hart, Pattern Classification and Scene Analysis. New York: Wiley, 1973.
15. J. Tou and R. Gonzalez, Pattern Recognition Principies. Reading, MA: Addison-Wesley, 1974.
16. A. K. Agrawala, Machine Recognition of Patterns. New York: IEEE Press, 1977.
17. L. Breiman, J. H. Friedman, R. A. Olshen, and J. C. Stone, Classification and Regression Trees. San Francisco, CA: Wadsworth, 1984.
18. A. S. Gevins, “Overview of computer analysis,” in Handbook of Electroencephalography and Clinical Neurophysiology: Vol. 1: Methods of Analysis of Brain Electrical and Magnetic Signals, A. Gevins and A. Remond, Eds. Amsterdam, The Netherlands: Elsevier, ch. 3, to be published.
19. J. D. Frost, Jr., “Mimetic techniques, ” in Handbook of Electroencephalography and Clinical Neurophysiology: Vol. 1: Methods of Analysis of Brain Electrical and Magnetic Signals, A. Gevins and A. Remond, Eds. Amsterdam, The Netherlands: Elsevier, ch. 7, to be published.
20. P. Y. Ktonas, “Automated spike and sharp wave (SSW) detection,” in Handbook of Electroencephalography and Clinical Neurophysiology: Vol. 1 : Methods of Analysis of Brain Electrical and Magnetic Signals, A Gevins and A. Remond, Eds. Amsterdam, The Netherlands: Elsevier, ch. 8, to be published.
21. D. Foley, “Considerations of sample and feature size,” IEEE Trans. Inform. Theory, vol. IT-18, pp. 618–626, 1971.
22. K. Fukunaga and W. L. G. Koontz, “Application of the Karhunen-Loeve expansion to feature selection and ordering,” IEEE Trans. Comput., vol. C-19, pp. 311–318, 1970.
23. R. Jennrich, “Stepwise discriminant analysis,” in Statistical Methods for Digital Computers, Vol. 3, K. Enlein et al., Eds. New York: Wiley, 1977.
24. S. S. Viglione, “Applications of pattern recognition technology,” in Adaptive Learning and Pattern Recognition Systems, J. M. Mendel and K. S. Fu, Eds. New York: Academic, 1970, pp. 115–161.
25. R. E. Warmack and R. C. Gonzalez, “An algorithm for the optimal solution of linear inequalities and its application to pattern recognition,” IEEE Trans. Comput., vol. C-22, pp. 1065–1075, 1973.
26. C. D. McGillem and J. I. Aunon, “New techniques for measuring single event related brain potentials,” AFOSR-TR-82-0901 (TR-EE 83–51), Oct. 1983.
27. C. D. McGillem and J. I. Aunon, “Detection, estimation, and multidimensional processing of single evoked potentials,” AFOSR-F49620-83-1C-0031, Final Rep. 1APR83 to 31MAR85, Aug., 1985.
28. J. S. Barlow, “Artifact processing (rejection and minimization) in EEG data processing,” in Handbook of Electroencephalography and Clinical Neurophysiology. Vol. 2: Applications of Analytical Techniques in Clinical Neurophysiology. F. H. Lopes da Silva and W. Storm van Leeuwen, Eds. Amsterdam, The Netherlands: Elsevier, ch. 1, to be published.
29. A. S. Gevins, C. L. Yeager, S. L. Diamond, G. M. Zeitlin, J. P. Spire, and A. H. Gevins, “Sharp-transient analysis and thresholded linear coherence spectra of paroxysmal EEGs,” in Quantitative Analytic Studies in Epilepsy, P. Kellaway and I. Peterson, Eds. New York: Raven, 1976, pp. 463–482.
30. A. S. Gevins, C. L. Yeager, G. M. Zeitlin, S. Ancoli, and M. Dedon, “On-line computer rejection of EEG artifact,” Electroenceph. Clin. Neurophysiol., vol. 42, pp. 267–274, 1977a.
31. A. S. Gevins, G. M. Zeitlin, S. Ancoli, and C. L. Yeager, “Computer rejection of EEG artifact. II. Contamination by drowsiness,” Electroenceph. Clin. Neurophysiol., vol. 43, pp. 31–42, 1977b.
32. N. H. Morgan and A. S. Gevins, “Semi-automatic artifact editing of EEG,” to be published.
33. E. Basar, EEG Brain Dynamics: Relation Between EEG and Brain Evoked Potentials. Amsterdam, The Netherlands: Elsevier, 1980.
34. C. D. McGillem, J. I. Aunon, and C. A. Pomalaza, “Improved waveform estimation procedures for event-related potentials,” IEEE Trans. Biomed. Eng., vol. BME-32, no. 6, pp. 371–379, 1985.
35. J. P. C. M. de Weerd, “Facts and fancies about a posteriori Wiener filtering,” IEEE Trans. Biomed. Eng., vol. BME-28, no. 3, pp. 252–257, 1981.
36. T. Gasser, J. Mocks, and R. Verlager, “Selavco: A method to deal with trial-to-trial variability of evoked potentials,” Electroenceph. Clin. Neurophysiol., vol. 55, pp. 717–723, 1983.
37. C. D. McGillem and J. I. Aunon, “Analysis of event related potentials,” in Handbook of Electroencephalography and Clinical Neurophysiology. Vol. 1: Methods of Analysis of Brain Electrical and Magnetic Signals, A. Gevins and A. Remond, Eds. Amsterdam, The Netherlands: Elsevier, ch. 5, to be published.
38. A. S. Gevins, N. Morgan, S. Bressler, J. Doyle, and B. Cutillo, “Improved event-related potential estimation using statistical pattern recognition,” Electroenceph. Clin. Neurophysiol., vol. 64, pp. 177–186, 1986.
39. A. S. Gevins, N. H. Morgan, S. L. Bressler, B. A. Cutillo, J. C. Doyle, D. Greer, J. Ules, R. Tannehill, R. White, and G. M. Zeitlin, “Event-related covariances during a bimanual visuomotor task: Methods and analysis of stimulus- and response-registered data,” to be published.
40. J. Lieb, J. Engel, A. Gevins, and P. Crandall, “Surface and depth EEG correlates of epileptic foci and surgical outcome in temporal lobe epilepsy,” Epilepsia, vol. 22, pp. 515–538, 1981.
41. W. M. Hermann, Ed., Electroencephalography in Drug Research. New York: Gustav Fischer, 1982.
42. A. S. Gevins, R. K. Stone, and S. D. Ragsdale, “Pattern recognition analysis of sleep EEG spectra during administration of quazepam, flurazepam, and triazolam,” to be published.
43. A. S. Gevins, B. A. Cutillo, N. H. Morgan, S. L. Bressler, R. M. White, D. A. Greer, J. Illes, J. C. Doyle, and G. M. Zeitlin, “Spatiotemporal neuroelectric patterns predict human performance accuracy,” Science, to be published.