Pulse Active Mean (PAM): A PIN supporting feature extraction algorithm for doubly secure authentication

This paper presents a new feature extraction technique called Pulse Active Mean (PAM) implemented on Electrocardiograms (ECG) for biometric authentication. A doubly secure ECG authentication framework is proposed which makes use of the important attributes of the PAM algorithm as a personal identifi...

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Published in2011 7th International Conference on Information Assurance and Security pp. 210 - 214
Main Authors Safie, S. I., Soraghan, J. J., Petropoulakis, L.
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.12.2011
Subjects
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ISBN9781457721540
1457721546
DOI10.1109/ISIAS.2011.6122821

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Abstract This paper presents a new feature extraction technique called Pulse Active Mean (PAM) implemented on Electrocardiograms (ECG) for biometric authentication. A doubly secure ECG authentication framework is proposed which makes use of the important attributes of the PAM algorithm as a personal identification number (PIN). The PIN is used to extract different locations of ECG characteristics generating unique feature vectors. The presence of the correct PIN and ECG signals make the proposed authentication framework doubly secure. The performance of PAM is evaluated by comparing its receiver operating characteristic (ROC) curve with traditional temporal and amplitude feature extraction techniques on 100 Physikalisch-Technische Bundesanstalt (PTB) subjects. The evaluation of the biometric performance when different values of PIN are presented is also investigated. It is shown in this paper that different PIN values generate different feature vector sets while still providing consistent authentication performance.
AbstractList This paper presents a new feature extraction technique called Pulse Active Mean (PAM) implemented on Electrocardiograms (ECG) for biometric authentication. A doubly secure ECG authentication framework is proposed which makes use of the important attributes of the PAM algorithm as a personal identification number (PIN). The PIN is used to extract different locations of ECG characteristics generating unique feature vectors. The presence of the correct PIN and ECG signals make the proposed authentication framework doubly secure. The performance of PAM is evaluated by comparing its receiver operating characteristic (ROC) curve with traditional temporal and amplitude feature extraction techniques on 100 Physikalisch-Technische Bundesanstalt (PTB) subjects. The evaluation of the biometric performance when different values of PIN are presented is also investigated. It is shown in this paper that different PIN values generate different feature vector sets while still providing consistent authentication performance.
Author Petropoulakis, L.
Safie, S. I.
Soraghan, J. J.
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  email: akis@eee.strath.ac.uk
  organization: Centre for Excellence in Signal & Image Process. (CeSIP), Univ. of Strathclyde, Glasgow, UK
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Snippet This paper presents a new feature extraction technique called Pulse Active Mean (PAM) implemented on Electrocardiograms (ECG) for biometric authentication. A...
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StartPage 210
SubjectTerms Authentication
Biometric Authentication
Biometrics
Electrocardiogram
Electrocardiography
Feature extraction
Pulse Active Mean
Vectors
Title Pulse Active Mean (PAM): A PIN supporting feature extraction algorithm for doubly secure authentication
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