Feature extraction of event-related potentials using wavelets: An application to human performance monitoring

Brain and Language

Volumn 66, Issue 1, 1999, Pages 89-107

  Trejo, Leonard J ^a   Shensa, Mark J ^a  

^a NONE

Author keywords

ERP; Event related potential; Feature extraction; Human performance monitoring; Linear regression; Neural networks; Principal components; Signal detection; Vision; Wavelet

Indexed keywords

ADULT; ALGORITHM; ARTICLE; BEHAVIOR; CONTROLLED STUDY; EVENT RELATED POTENTIAL; FREQUENCY ANALYSIS; HUMAN; HUMAN EXPERIMENT; MALE; MATHEMATICAL MODEL; MONITORING; NERVE CELL NETWORK; NORMAL HUMAN; PRINCIPAL COMPONENT ANALYSIS; REGRESSION ANALYSIS; SIGNAL DETECTION; TASK PERFORMANCE; TIME; WAVEFORM;

EID: 0032775506     PISSN: 0093934X     EISSN: None     Source Type: Journal    
DOI: 10.1006/brln.1998.2026     Document Type: Article

References (19)

1. Akansu A. N., Haddad R. A. Multiresolution signal decomposition transforms, subbands, and wavelets. 1992;Academic Press, San Diego.
2. DasGupta, S. Hohenberger, M. Trejo, L. Kaylani, T. 1990, April, Effect of data compression of ERP signals preprocessed by FWT algorithm upon a neural network classifier, The 23rd Annual Simulation Symposium, Nashville, TN.
3. DasGupta, S. Hohenberger, M. Trejo, L. J. Mazzara, M. 1990, Effect of using peak amplitudes of ERP signals for a class of neural network classification, Proceedings of the First Workshop on Neural Networks: Academic/Industrial/NASA/Defense.
4. Daubechies I. The wavelet transform, time-frequency localization and signal analysis. IEEE Transactions on Information Theory. 36:1990.
5. Daubechies I. Ten lectures on wavelets. 1992;Soc. for Industr. & Appl. Math. Philadelphia.
6. Dixon W. J. BMDP statistical software manual. 1988;Univ. of California Press, Berkeley.
7. Edwards A. L. An introduction to linear regression and correlation. 1976;Freeman, San Francisco.
8. Fleiss J. L. Statistical methods for rates and proportions. 1981;Wiley, New York.
9. Gratton G., Coles M. G., Donchin E. A new method for off-line removal of ocular artifact. Electroencephalography and Clinical Neurophysiology. 55:1983;468-484.
10. Humphrey D., Sirevaag E., Kramer A. F., Mecklinger A. Real-time measurement of mental workload using psychophysiological measures. 1990;Navy Personnel Research and Development Center, San Diego.
11. Jasper H. The ten-twenty electrode system of the international federation. Electroencephalography and Clinical Neurophysiology. 43:1958;397-403.
12. Kaylani, T. Mazzara, M. DasGupta, S. Hohenberger, M. Trejo, L. 1991, February, Classification of ERP signals using neural networks, Proceedings of the Second Workshop on Neural Networks: Academic/Industrial/NASA/Defense.
13. Rumelhart D. E., McClelland J. L. Parallel distributed processing: Explorations in the microstructure of cognition: Vol. 1. Foundations. 1986;MIT Press/Bradford Books, Cambridge.
14. Ryan-Jones, D. L. Lewis, G. W. 1991, February, Application of neural network methods to prediction of job performance, Proceedings of the Second Workshop on Neural Networks: Academic/Industrial/NASA/Defense.
15. Shensa, M. J. 1991, The discrete wavelet transform, 1426, San Diego, Naval Ocean Systems Center.
16. Trejo L. J., Kramer A. F., Arnold J. Event-related potentials as indices of display-monitoring performance. Biological Psychology. 40:1995;33-71.
17. Trejo L. J., Mullane M. M. Event-related potentials and signal detection performance: Classification functions based on discrete wavelet transforms. Psychophysiology. 32:1995;S77.
18. Tuteur F. B. Wavelet transformations in signal detection. Wavelets: Time-frequency methods and phase space. 1989;Springer-Verlag, New York. p. 132-138.
19. Venturini R., Lytton W. W., Sejnowski T. J. Neural network analysis of event related potentials and electroencephalogram predicts vigilance. Moody J. E., Hanson S. J., Lippmann R. P. Advances in neural information processing systems. 1992;651-658 Morgan Kaufmann, San Mateo.