Title :
Quantization effects in biometric systems
Author :
Willems, Frans MJ ; Ignatenko, Tanya
Author_Institution :
Electr. Eng. Dept., Eindhoven Univ. of Technol., Eindhoven
Abstract :
The fundamental secret-key rate vs. privacy-leakage rate trade-offs for secret-key generation and transmission for i.i.d. Gaussian biometric sources are determined. These results are the Gaussian equivalents of the results that were obtained for the discrete case by the authors and independently by Lai et al. in 2008. Also the effect that binary quantization of the biometric sequences has on the ratio of the secret-key rate and privacy-leakage rate is considered. It is shown that the squared correlation coefficient must be increased by a factor of pi2/4 to compensate for such a quantization action, for values of the privacy-leakage rate that approach zero, when the correlation coefficient is close to zero.
Keywords :
Gaussian processes; biometrics (access control); correlation methods; private key cryptography; quantisation (signal); Gaussian biometric source; biometric system; correlation coefficient; privacy-leakage rate; quantization effect; secret-key generation; Biometrics; Quantization;
Conference_Titel :
Information Theory and Applications Workshop, 2009
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-3990-4
DOI :
10.1109/ITA.2009.5044973