Performance prediction methodology for biometric systems using a large deviations approach

IEEE Transactions on Signal Processing

Volumn 52, Issue 10, 2004, Pages 3036-3045

  Schmid, Natalia A ^a   O'Sullivan, Joseph A ^b  

^a WEST VIRGINIA UNIVERSITY   (United States)

^b WASHINGTON UNIVERSITY IN ST LOUIS   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

APPROXIMATION THEORY; FEATURE EXTRACTION; INFORMATION THEORY; MATHEMATICAL MODELS; PATTERN RECOGNITION; RANDOM PROCESSES; RELIABILITY;

BIOMETRICS AUTHENTICATION; BIOMETRICS CAPACITY; CHERNOFF INFORMATION; HYPOTHESIS TESTING; LARGE DEVIATIONS; RELIABILITY FUNCTION;

SECURITY OF DATA;

EID: 4744340839     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSP.2004.833863     Document Type: Article

References (35)

1. R. E. Blahut, Principles and Practice of Information Theory. Reading, MA: Addison-Wesley, 1987.
2. P. N. Belhumeur, J. P. Hespanha, and D. J. Kriegman, "Eigenfaces vs fisherfaces: Recognition using class specific linear projection," IEEE Trans. Pattern Anal. Machine Intell., vol. 19, pp. 711-720, July 1997.
3. J. A. Bucklew, Large Deviation Techniques in Decision, Simulation, and Estimation. New York: Wiley, 1990.
4. J. L. Cambier, "Iridian Large Database Performance," Iridian Technologies Inc., Moorestown, NJ, Tech. Rep. TR-03-002, 2003.
5. T. M. Cover and J. A. Thomas, Elements of Information Theory. New York: Wiley, 1991.
6. J. G. Daugman, "High confidence visual recognition of persons by a test of statistical independence," IEEE Trans. Pattern Anal. Machine Intell., vol. 15, pp. 1148-1161, Nov. 1993.
7. J. Daugman, "The importance of being random: Statistical principles of iris recognition," Pattern Recogn., vol. 36, no. 2, pp. 279-292, Feb. 2003.
8. J. G. Daugman and C. J. Downing, "Demodulation, predictive coding, and spatial vision," J. Opt. Soc. Amer. A, vol. 12, no. 4, pp. 641-660, April 1995.
9. J. Daugman, "Demodulation by complex-valued wavelets for stochastic pattern recognition," Int. J. Wavelets, Multiresolution, Inform. Process., vol. 1, no. 1, pp. 1-17, 2003.
10. A. Dembo and O. Zeitouni, Large Deviations Techniques and Applications. New York: Springer-Verlag, 1998.
11. R. M. Gray, Entropy and Information Theory. New York: Springer-Verlag, 1990.
12. R. M. Gray, (2000) Toeplitz and circulant matrices: A review. Dept. Elect. Eng., Stanford Univ., Stanford, CA. [Online]. Available: http://www-ee.stanford.edu/gray/toeplitz.pdf
13. R. Gross, I. Matthews, and S. Baker, "Appearance-based face recognition and light-fields;" IEEE Trans. Pattern Anal. Machine Intell., to be published.
14. "Biometrics: The future of identification," IEEE Comput. Mag., vol. 33, no. 2, pp. 46-81, 2000.
15. J. R. Hoinville, R. S. Indeck, and M. W. Muller, "Spatial noise phenomena of longitudinal magnetic recording media," IEEE Trans. Magn., vol. 28, pp. 3398-3406, Nov. 1992.
16. L. Hornak, X. Li, G. Fahmy, N. Schmid, and S. Schuckers, "Acquisition and understanding of nonideal iris imagery," Tech. Rep., West Virginia Univ., Morgantown, WV, 2003.
17. J. Huang, B. Heisele, and V. Blanz, "Component-based face recognition with 3D morphable models," in Proc. 4th Conf. Audio- and Video-Based Biometric Person Authentication, 2003.
18. R. S. Indeck and E. Glavinas, "Fingerprinting magnetic media," IEEE Trans. Magn., vol. 29, pp. 4095-4097, Nov. 1993.
19. A. K. Jain, R. Bolle, and S. Pankanti, "Introduction to biometrics," in Biometrics. Personal Identification in Networked Society, A. Jain, R. Bolle, and S. Pankanti, Eds. Boston, MA: Kluwer, 1999.
20. A. K. Jain, A. Ross, and S. Pankanti, "A prototype hand geometry-based verification system," in 2nd Int. Conf. Audio- and Video-Based Biometric Person Authentication, Washington, DC, 1999, pp. 166-171.
21. A. K. Jain, L. Hong, and R. Bolle, "On-line fingerprint verification," IEEE Trans. Pattern Anal. Machine Intell., vol. 19, pp. 302-313, Apr. 1997.
22. A. K. Jain and A. Ross, "Learning user-specific parameters in multibiometric system," in Proc. Int. Conf. Image Processing, Rochester, NY, Sept. 2002, pp. 57-60.
23. A. K. Jain and A. Ross, "Multibiometric systems," Commun. ACM, vol. 47, no. 1, pp. 34-40, 2004.
24. A. K. Jain, L. Hong, and Y. Kulkarni, "A multimodal biometric system using fingerprint, face, and speech," in Proc. 2nd Int. Conf. Audio- Video-Based Biometric Person Authentication, 1999, pp. 182-187.
25. C. C. Leang and D. H. Johnson, "On the asymptotic of M-Hypothesis Bayesian detection," IEEE Trans. Inform. Theory, vol. 43, pp. 280-282, Feb. 1997.
26. J. A. O'Sullivan, R. E. Blahut, and D. L. Snyder, "Information theoretic image formation," IEEE Trans. Inform. Theory, vol. 44, pp. 2094-2123, Oct. 1998.
27. J. A. O'Sullivan and N. A. Schmid, "Performance analysis of physical signature authentication," IEEE Trans. Inform. Theory, vol. 47, pp. 3034-3039, Nov. 2001.
28. J. A. O'Sullivan and N. A. Schmid, "Large deviations performance analysis for biometrics recognition," in Proc. 40th Annu. Allerton Conf. Commun., Contr., Comput., Allerton House Monticello, IL, Oct. 2-4, 2002.
29. S. Pakanti, S. Prabhakar, and A. K. Jain, "On the individuality of fingerprint," IEEE Trans. Pattern Anal. Machine Intell., vol. 24, pp. 1010-1025, Aug. 2002.
30. N. A. Schmid, B. Cukic, and H. Singh, "Scaling analysis of iris code using large deviations approach," West Virginia Univ., Morgantown, WV, 2003.
31. W. Shen, M. Surrette, and R. Khanna, "Evaluation of automated biometrics-based identification and verification systems;" Proc. IEEE. Special Issue on Automated Biometric Systems, vol. 85, pp. 1464-1478, Sept. 1997.
32. M. Turk and A. Pentland, "Eigenfaces for recognition," J. Cogn. Neurosci., vol. 3, no. 1, pp. 71-86, 1991.
33. "Special issue on automated biometric systems," Proc. IEEE, vol. 85, pp. 1341-1516, 1997.
34. J. L. Wayman, "Error-rate equations for the general biometric system," IEEE Robotics Automat. Mag., vol. 6, pp. 35-48, Mar. 1999.
35. R. P. Wildes, "Iris recognition: An emerging biometric technology," Proc. IEEE. Special Issue on Automated Biometric Systems, vol. 85, pp. 1347-1363, Sept. 1997.