Title :
Supporting Decision-Making for Biometric System Deployment through Visual Analysis
Author :
Turkay, Cagatay ; Mason, Stephen ; Gashi, Ilir ; Cukic, Bojan
Author_Institution :
Dept. of Comput. Sci., City Univ. London, London, UK
Abstract :
Deployment of biometric systems in the specific environment is not straightforward. Based on pre-deployment performance test results, a decision maker needs to consider the selection of sensors and matching algorithms in terms of the cost, expected false-match and false-non-match failure rates and the underlying quality factors. Which depend on operational scenarios, personnel training, demographics, etc. In this paper, we investigate information aggregation through visualization of fingerprint authentication experiments obtained from a large scale data collection with 494 participants. The data was collected using four biometric image capture devices. Each fingerprint image was analysed with two image quality algorithms, and the matching scores were generated using three different matchers. Additionally we collected and analyzed the impact of demographic characteristics, such as gender, age, ethnicity, height and weight, on system performance.
Keywords :
data analysis; data visualisation; decision making; fingerprint identification; image matching; algorithm matching; biometric image capture devices; biometric system deployment; decision maker; decision making; demographic characteristics; demographics; ethnicity; false nonmatch failure rates; fingerprint authentication visualization; fingerprint image; image quality algorithm; information aggregation; large scale data collection; matching scores; personnel training; quality factors; visual analysis; Algorithm design and analysis; Authentication; Biometrics (access control); Data visualization; Performance evaluation; Probes; Visualization; Biometrics; Decision support; Security data analysis; Visual analytics;
Conference_Titel :
Software Reliability Engineering Workshops (ISSREW), 2014 IEEE International Symposium on
Conference_Location :
Naples
DOI :
10.1109/ISSREW.2014.78