Title :
Comparison of Pulse Active Ratio Similarity Measurement
Author :
Nasir, Haidawati ; Safie, Sairul I. ; Kadir, Kushsairy A. ; Soraghan, John J. ; Petropoulakis, Lykourgos
Author_Institution :
Malaysian Inst. of Inf. Technol., Univ. Kuala Lumpur, Kuala Lumpur, Malaysia
Abstract :
Distance measurement is a quantitative tool to measure similarity or dissimilarity between two objects. A correct selection of distance measurement will enhance the performance of a biometric authentication system. In this paper, various types of distance measurement methods such as Euclidean distance, City block distance, Chebyshevdistance, Minkowskidistance, Sorensen distance, Cosine distance and Mahalanobis distance are evaluated to determine the best similarity measure to be used with the novel pulse active ratio (PAR) feature extraction method. The results are obtained based on comparing 486 electrocardiography (ECG)signals which provide a total of 42,149 ECG comparisons. The comparisons show that the similarity measurement based on Sorensen distance gives the best matching algorithm to increase the performance of the PAR ECG biometric approach.
Keywords :
biometrics (access control); distance measurement; electrocardiography; feature extraction; medical signal processing; message authentication; Chebyshevdistance; ECG signal; Euclidean distance; Mahalanobis distance; Minkowskidistance; PAR ECG biometric approach; PAR feature extraction method; Sorensen distance; biometric authentication system; city block distance; cosine distance; distance measurement; electrocardiography signal; matching algorithm; pulse active ratio feature extraction; pulse active ratio similarity measurement; Authentication; Databases; Distance measurement; Electrocardiography; Feature extraction; Pulse measurements; Vectors; Distance Measurement; Electrocardiograph; Pulse Active;
Conference_Titel :
Artificial Intelligence, Modelling and Simulation (AIMS), 2013 1st International Conference on
Conference_Location :
Kota Kinabalu
Print_ISBN :
978-1-4799-3250-4
DOI :
10.1109/AIMS.2013.57