Improving visual evoked potential feature classification for person recognition using PCA and normalization

Pattern Recognition Letters

Volumn 27, Issue 7, 2006, Pages 726-733

  Palaniappan, Ramaswamy ^a   Ravi, K V R ^b  

^a UNIVERSITY OF ESSEX   (United Kingdom)

^b MULTIMEDIA UNIVERSITY   (Malaysia)

Author keywords

Biometrics; Electroencephalogram; Linear discriminant; Nearest neighbor; Person identification; Principal component analysis; Simplified fuzzy ARTMAP; Visual evoked potential

Indexed keywords

BRAIN; ELECTROENCEPHALOGRAPHY; FUZZY SETS; PRINCIPAL COMPONENT ANALYSIS; SIGNAL PROCESSING;

BIOMETRICS; GAMMA BAND SPECTRAL POWER (GBSP); LINEAR DISCRIMINANT (LD); PERSON IDENTIFICATION;

FEATURE EXTRACTION;

EID: 33644863901     PISSN: 01678655     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patrec.2005.10.020     Document Type: Article

References (26)

1. M.V. Baghmisheh, and N. Pavesic A fast simplified fuzzy ARTMAP network Neural Process. Lett. 17 3 2003 273 316
2. E. Basar Memory and Brain Dynamics: Oscillations Integrating Attention, Perception, Learning, and Memory 2004 CRC Press Boca Raton
3. L. Biel, O. Pettersson, L. Philipson, and P. Wide ECG analysis: A new approach in human identification IEEE Trans. Instrum. Meas. 50 3 2001 808 812
4. G.A. Carpenter, S. Grossberg, and J.H. Reynolds A fuzzy ARTMAP nonparametric probability estimator for non-stationary pattern recognition problems IEEE Trans. Neural Networks 6 6 1995 1330 1336
5. J. Daugman Recognizing persons by their iris patterns A.K. Jain R. Bolle S. Pankanti Biometrics: Personal Identification in Networked Society 1999 Kluwer Academic
6. M. Drozd, P. Husar, A. Nowakowski, and G. Henning Detecting evoked potentials with SVD- and ICA-based statistical models IEEE Eng. Med. Biol. Mag. 24 1 2005 51 58
7. N. Duta, A.K. Jain, and K.V. Mardia Matching of palmprints Pattern Recognition Lett. 23 4 2002 477 485
8. Jain, A.K., Ross, A., Pankanti, S., 1999. A prototype hand geometry-based verification system. In: Proc. 2nd Internat. Conf. on Audio and Video-Based Biometric Person Identification, March 22-24, 1999, pp. 166-171.
9. I.T. Jolliffe Principal Component Analysis 1986 Springer-Verlag
10. T. Kasuba Simplified fuzzy ARTMAP AIExpert 8 11 1993 19 25
11. A. Kriss Recording technique A.M. Halliday Evoked Potentials in Clinical Testing 1993 Churchill Livingstone
12. K.E. Misulis Spehlmann's Evoked Potential Primer: Visual, Auditory and Somatosensory Evoked Potentials in Clinical Diagnosis 1994 Butterworth-Heinemann
13. R. Palaniappan A new method to identify individuals using VEP signals and neural network IEE Proc.-Sci. Meas. Technol. J. 151 1 2004 16 20
14. R. Palaniappan, and P. Raveendran Individual identification technique using visual evoked potential signals IEE Electron. Lett. 138 25 2002 1634 1635
15. R. Palaniappan, P. Raveendran, S. Nishida, and N. Saiwaki A new brain-computer interface design using fuzzy ARTMAP IEEE Trans. Neural Systems Rehabil. Eng. 10 3 2002 140 148
16. R. Palaniappan, P. Raveendran, and S. Omatu VEP optimal channel selection using genetic algorithm for neural network classification of alcoholics IEEE Trans. Neural Networks 13 2 2002 486 491
17. Palaniappan, R., Anandan, S., Raveendran, P., 2002c. Two level PCA to reduce noise and EEG from evoked potential signals. In: Proc. 7th Internat. Conf. on Control, Automation, Robotics and Vision, Singapore, December 2-5, 2002, pp. 1688-1693.
18. S. Pankanti, R.M. Bolle, and A. Jain Biometrics: The future of identification Special Issue IEEE Comput. Biometrics Feb. 2000 46 49
19. S. Pankanti, S. Prabhakar, and A.K. Jain On the individuality of fingerprints IEEE Trans. Pattern Anal. Machine Intell. 24 8 2002 1010 1025
20. Paranjape, R.B., Mahovsky, J., Benedicenti, L., Koles, Z., 2001. The electroencephalogram as a biometric. In: Proc. Canadian Conf. on Electrical and Computer Engineering, vol. 2, pp. 1363-1366.
21. Poulos, M., Rangoussi, M., Chrissikopoulos, V., Evangelou, A., 1999. Person identification based on parametric processing of the EEG. In: Proc. 6th IEEE Internat. Conf. on Electronics, Circuits, and Systems, vol. 1, pp. 283-286.
22. A. Samal, and P. Iyengar Automatic recognition and analysis of human faces and facial expressions: A survey Pattern Recognition 25 1 1992 65 77
23. J.G. Snodgrass, and M. Vanderwart A standardized set of 260 pictures: Norms for name agreement, image agreement, familiarity, and visual complexity J. Exp. Psychol.: Hum. Learn. Memory 6 2 1980 174 215
24. J. Wayman A. Jain D. Maltoni D. Maio Biometric Systems: Technology, Design and Performance Evaluation 2004 Springer-Verlag New York
25. X.L. Zhang, H. Begleiter, B. Porjesz, W. Wang, and A. Litke Event related potentials during object recognition tasks Brain Res. Bull. 38 6 1995 531 538
26. X.L. Zhang, H. Begleiter, B. Porjesz, and A. Litke Electrophysiological evidence of memory impairment in alcoholic patients Biological Psychiat. 42 1997 1157 1171