Fiducial feature reduction analysis for electrocardiogram (ECG) based biometric recognition

Journal of Intelligent Information Systems

Volumn 40, Issue 1, 2013, Pages 17-39

  Tantawi, M M ^a   Revett, K ^b   Salem, A ^a   Tolba, M F ^a  

^a Ain Shams University   (Egypt)

^b Helwan University   (Egypt)

Author keywords

Biometrics; Cognitive biometrics; Electrocardiogram (ECG); Information gain ratio (IGR); Linear discriminant analysis (LDA); Parameterized averaged support heuristics (PASH) algorithm; Principal component analysis (PCA); Rough sets

Indexed keywords

ACCEPTANCE/REJECTION; BIOMETRIC RECOGNITION; CHARACTERISTIC PEAKS; CLASSIFICATION ACCURACY; DIAGNOSTIC TOOLS; ECG DATA; FEATURE EXTRACTION/SELECTION; FEATURE REDUCTION; FEATURE SETS; FEATURE SPACE; HEART BEATS; INFORMATION CONTENTS; INFORMATION GAIN RATIO; LINEAR DISCRIMINANT ANALYSIS; PARAMETERIZED; PHYSIOLOGICAL PROPERTIES; PHYSIONET; PRINCIPLE COMPONENT ANALYSIS; ROUGH SET;

ALGORITHMS; BIOMETRICS; PRINCIPAL COMPONENT ANALYSIS; ROUGH SET THEORY;

ELECTROCARDIOGRAPHY;

EID: 84872666497     PISSN: 09259902     EISSN: 15737675     Source Type: Journal    
DOI: 10.1007/s10844-012-0214-7     Document Type: Article

References (45)

1. Agrafioti, F.; Hatzinakos, D. (2008). ECG based recognition using second order statistics. In Sixth annual conference on communication networks and services research (CNSR) (pp. 82-85). Halifax, Canada.
2. Agrafioti, F.; Gao, J.; Hatzinakos, D. (2011). Heart Biometrics: Theory, Methods and Applications, In Biometrics: Book 3, J. Yang, Eds.; Intech.
3. Balakrishnama, S.; Ganapathiraju, A. (1998). Linear discriminant analysis-A brief tutorial. Institute for Signal and Information Processing.
4. Biel, L.; Petersson, O.; Philipson, L. (2001). ECG analysis: a new approach in human identification. IEEE Transactions on Instrumentation and Measurement, 50(1), 808-812.
5. Chan, A.; Hamdy, M.H.; Badre, A.; Badee, V. (2005). Wavelet distance measure for person identification using electrocardiograms. IEEE Transactions on Instrumentation and Measurement, 37(2), 248-253.
6. Chan, A.; Hamdy, M.; Badre, A.; Badee, V. (2008). Person identification using electrocardiograms. IEEE Transactions on Instrumentation and Measurement, 57(2), 248-253.
7. Chen, S.; Chng, E. (1996). Regularized orthogonal least squares algorithm for constructing radial basis function networks. International Journal of Control, 64(5), 829-837.
8. Coutinho, D.; Fred, A.; Figueiredo, M. (2010). One-lead ECG-based personal identification using Ziv-Merhav cross parsing. 20th int. conf. on pattern recognition (pp. 3858-3861).
9. Fatemian, S.; Hatzinakos, D. (2009). A new ECG feature extractor for biometric recognition. Proceedings of the 16th international conference on digital signal processing (pp. 323-328). IEEE Press Piscataway, NJ, USA.
10. Forsen, G.; Nelson, M.; Staron, R. (1977). Personal attributes authentication techniques. In A.F.B. Griffin (Ed.), Rome Air Development Center report RADC-TR-77-1033. RADC, New York.
11. Gahi, Y.; Lamrani, A.; Zoglat, A.; Guennoun, M.; Kapralos, B.; El-Khatib, K. (2008). Biometric identif ication system based on electrocardiogram data, New Technologies, Mobility and Security NTMS '08 (pp. 1-5). Tangier, Morocco.
12. Ghofrani, N.; Bostani, R. (2010). Reliable features for an ECG-based biometric system. 17th Iranian conference of biomedical engineering (pp. 1-5).
13. Guennoun, M.; Abbad, N.; Talom, J.; Rahman, M.; El-Khatib, K. (2009). Continuous authentication by electrocardiogram data. Science and Technology for Humanity (TIC-STH), 2009 IEEE Toronto international conference (pp. 40-42).
14. Haykin, S. (1999). Neural networks: A comprehansive Foundation (2nd ed.). Prentice Hall.
15. Irvine, J.M.; Israel, S.A. (2009). A sequential procedure for individual identity verification using ECG. Hindawi Publishing Corporation EURASIP Journal on Advances in Signal Processing, Vol. 2009, pp. 1-13.
16. Israel, S.A.; Irvine, J.M.; Cheng, A.; Wiederhold, M.D.; Wiederhold, K. (2005). ECG to identify individuals. Pattern Recognition, 38(1), 133-142.
17. John, G.; Kohavi, R.; Pfleger, K. (1994). Irrelevant features and the subset selection problem. Proceedings of 11th international conference on machine learning (pp. 121-129).
18. Khalil, I.; Sufi, F. (2008). Legendre polynomials based biometric authentication using QRS complex of ECG. 4th int. conference on intelligent sensors, sensor networks and information processing, ISSNIP. Melbourne.
19. Li, M.; Narayanan, S. (2010). Robust ECG biometrics by fusing temporal and cepstral information. 20th international conference on pattern recognition (pp. 1326-1329).
20. Mai, V.; Khalil, I.; Meli, C. (2011). ECG biometric using multilayer perceptron and radial basis function neural networks. 33rd annual international conference of the IEEE EMBS (pp. 2745-2748). Boston, Massachusetts USA.
21. Mitchel, T. (1997). Machine learning (2nd ed.). McGraw-Hill, New York, US.
22. Odinaka, I.; Lai, P.-H.; Kaplan, A.; O'Sullivan, J.; Sirevaag, E.; Kristjansson, S.; et al. (2010). Ecg biometrics: A robust short-time frequency analysis. IEEE international workshop on information forensics and security (pp. 1-6).
23. Oeff, M.; Koch, H.; Bousseljot, R.; Kreiseler, D. (1995). The PTB Diagnostic ECG Database, National Metrology Institute of Germany. http://www.physionet.org/physiobank/database/ptbdb/.
24. Pawlak, Z. (1982). Rough sets. International Journal of Computer and Information Sciences, 11, 341-356.
25. Plataniotis, K.; Hatzinakos, D.; Lee, J. (2006). ECG biometric recognition without fiducial detection. In Proceedings of biometrics symposiums (BSYM '06) (pp. 1-6). Baltimore, MD, USA.
26. Revett, K. (2008). Behavioral biometrics. A remote access approach. Wiley, ISBN: 978-0-470-51883-0.
27. Safie, S.; Soraghan, J.; Petropoulakis, L. (2011a). Electrocardiogram (ECG) Biometric Authentication Using Pulse Active Ratio (PAR). In Peer-review for IEEE transaction of information forensics and security (Vol. 6, No. 4, pp. 1315-1322).
28. Safie, S.; Soraghan, J.; Petropoulakis, L. (2011b). ECG based biometric for doubly secure authentication. 19th European signal processing conference (EUSIPCO) (pp. 2274-2278). Barcelona, Spain.
29. Shen, T.W. (2005). Biometric identity verification based on electrocardiogram (ECG). Ph.D. Thesis, University of Wisconsin, Madison.
30. Shen, T.; Tompkins, W.; Hu, Y. (2002). One-lead ECG for identity verification. Proc. 2nd Joint EMBS/ BMES Conf. (pp. 62-63).
31. Singh, Y.N.; Gupta, P. (2006). ECG to individual identification. Prabhu Goel Security Center of IIT, Kanpur.
32. Singh, Y.N.; Gupta, P. (2009). Biometrics method for human identification using electrocardiogram. In M. Tistarelli, & M.S. Nixon (Eds.), ICB 2009, LNCS (Vol. 5558, pp. 1270-1279).
33. Singla, S.; Sharma, A. (2010). ECG based biometrics verification system using LabVIEW. Songklanakarin International Journal of Science and Technology, 32(1), 241-246.
34. Smith, L. (2002). A tutorial on principal components analysis. http://www.cs.otago.ac.nz/cosc453/student-tutorials/principal-components.pdf.
35. Sufi, F.; Khalil, I.; Habib, I. (2008). Polynomial distance measurement for ECG based biometric authentication. Security and Communication Networks, Wiley Interscience. doi: 10.1002/sec.76.
36. Sufi, F.; Khalil, I.; Hu, J. (2010). ECG based authentication. Handbook of Information and Communication Security, Springer.
37. Tantawi, M.; Revett, K.; Tolba, M.F.; Salem, A. (2012). On the applicability of the physionet electro-cardiogram (ECG) repository as a source of test cases for ECG based biometrics. International Journal of Cognitive Biometrics. Inderscience, 1(1), 66-97.
38. Tawfik, M.; Selim, H.; Kamal, T. (2010). Human identification using time normalized QT signal and the QRS complex of the ECG. 7th international symposium on communication systems networks and digital signal processing (pp. 755-759).
39. Ting, C.M.; Salleh, S. (2010). ECG based personal identification using extended kalman filter. 10th international conference on information sciences signal processing and their applications (pp. 774-777).
40. Venkatesh, N.; Jayaraman, S. (2010). Human electrocardiogram for biometrics using DTW and FLDA. 20th international conference on pattern recognition (ICPR) (pp. 3838-3841).
41. Wan, Y.; Yao, J. (2008). A neural network to identify human subjects with electrocardiogram signals. Proceedings of the world congress on engineering and computer science 2008, WCECS 2008. San Francisco, USA.
42. Wang, Y.; Agrafioti, F.; Hatzinakos, D.; Plataniotis, K. (2008). Analysis of human electrocardiogram for biometric recognition. EURASIP Journal on Advances in Signal Processing, 1, 1-6.
43. Wao, J.; Wan, Y. (2010). Improving computing efficiency of a wavelet method using ECG as a biometric modality. International Journal of Computer and Network Security, 2(1), 15-20.
44. Ye, C.; Coimbra, M.; Kumar, B. (2010). Investigation of human identification using two-lead electrocardiogram (ECG) signals. 4th int. conf. on biometrics: Theory applications and systems (pp. 1-8).
45. Zhang, M.; Yao, J. (2004). A rough sets based approach to feature selection. Proc. IEEE annual meeting of fuzzy information NAFIP (pp. 434-439).