Comparison of seven approaches for holter ECG clustering and classification

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn , Issue , 2007, Pages 3844-3847

  Chudáček, Václav ^a   Petrík, Milan ^a   Georgoulas, George ^b   Čepek, Miroslav ^a   Lhotská, Lenka ^c   Stylios, Chrysostomos ^a  

^a CZECH TECHNICAL UNIVERSITY IN PRAGUE   (Czech Republic)

^b GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

^c Epirus Institute of Technology Arta   (Greece)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; BIOACCUMULATION; DATABASE SYSTEMS; SENSITIVITY ANALYSIS;

AHA DATABASES; DATASETS; HOLTER ECG CLUSTERING; PATTERN ANALYSIS;

ELECTROCARDIOGRAPHY;

EID: 57649244903     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2007.4353171     Document Type: Conference Paper

References (26)

1. N. J. Holter, "New Method for Heart Studies." Science, vol. 134, pp 1214-1220, Oct. 1961.
2. P. de Chazal, O. O'Dwyer, and R.B. Reilly, "Automatic Classification of Heartbeats Using ECG Morp. Heartbeat Interval Features", IEEE Trans, on Biom. Eng., vol. 51, No. 7, pp 1196-1206, 2004.
3. D. Cuesta-Frau, J. C. Perez-Cortes, and G. Andreu-Garcia, "Clustering of electrocardiograph signals in computer-aided Holter analysis," Computer methods and programs in Biomedicine, vol. 72, pp. 179-196, 2003.
4. M. Lagerholm, C. Peterson, G. Braccini, L. Edenbrandt, and L. Sornmo, "Clustering ECG complexes using hermite functions and Self-organizing maps," IEEE Trans. Biomed. Eng., vol. 47, pp. 838-848, 2000.
5. A. L. Goldberger, L. Amaral, L. Glass, J. M. Hausdorf, P. C. Ivanov, R. G, Mark, J. E. Mietus, G. B. Moody, C. K. Peng and H. E. Stanley,. "PhysioBank, PhysioToolkit, and PhysioNet: Components of a New Research Resource for Complex Physiologic Signals," Circulation vol. 101, no. 23, pp.e215-e220.
6. AHA-DB. Aha database series 1. The American Heart Association, 1997.
7. V. Chudáček, L. Lhotská, C. Stylios, G. Georgoulas and M. Staviař, "Comparison of Methods for Premature Ventricular Beat Detection In: Int. Special Topics." ITAB Conference, Piscataway: IEEE, 2006.
8. G. J. Klir, and B. Yuan, Fuzzy Sets and Fuzzy Logic : Theory and Applications. Prentice-Hall, Englewood Cliffs, New Jersey, 1995.
9. H. T. Nguyen and E. A Walker, A First Course in Fuzzy Logic. CRC Press, 1997.
10. L. A. Zadeh, "Fuzzy sets," Inform. Control, pp. 338-353, 1965.
11. M. Petrik, and V. Chudacek, "Generalization of Rule-Based Decision Tree to Fuzzy," 2007 IEEE Int. Workshop on Machine Learning for Signal Processing, submitted for publication.
12. T. Kohonen, Self-Organizing Maps. Springer, 1995.
13. J. Vesanto, J. Himberg, E. Alhoniemi, and J. Parhankangas, "Self-organizing map in Matlab: the SOM Toolbox", TOOLMET, 2000.
14. C. Chiu, T. Lin, and B. Liau, "Using Correlation Coefficient in ECG waveform for arrhythmia detection," Biomedical Engineering applications, Basis and Communication, Taiwan.
15. C. J. C Burges, "A Tutorial on Support Vector Machines for Pattern Recognition," Data Mining and Knowledge Discovery, vol. 2, no. 2, pp. 121-167, 1998.
16. K. R. Muller, S, Mika, G. Ratsch, K. Tsuda, and B. Scholkopf, "An Introduction to Kernel-Based Learning Algorithms," IEEE Trans. Neural Networks, vol. 2, no. 2, pp. 181-201, 2001.
17. S. Haykin, Neural Networks: A Comprehensive Foundation, NJ: Prentice Hall, 1999.
18. H. Madala and A. Ivakhnenko. Inductive Learning Algorithm for Complex System Modelling. CRC Press, 1994.
19. J. A. Muller, and F. Lemke. Self-Organising Data Mining. Berlin, 2000.
20. P. Kordik Fully Automated Knowledge Extraction using Group of Adaptive Models Evolution, PhD thesis, CTU Prague, 2006.
21. D. E Rumelhart, G. E. Hinton, and R. J. Williams, "Learning representations by back-propagating errors," Nature, vol. 323, pp. 533-536. 1986.
22. I. Witten, and F. Eibe, Data Mining: Practical machine learning tools and techniques, 2nd Edition, San Francisco, 2005.
23. M. D Buhmann and M. J Ablowitz,. Radial Basis Functions: Theory and Implementations. Cambridge University, 2003.
24. I. K. Daskalov, I. A Dotsinsky and I. I, Christov, "Developments in ECG acquisition, preprocessing, parameter measurement, and recording," IEEE Eng. Med. Biol. vol. 17, 1998.
25. V. Chudacek, M. Hanuliak, and L. Lhotska, "Clustering of Heartbeats for Automated ECG Holter Analysis," In proc. EMBEC05 [CD-ROM]. Praha: LS JEP, 2005, vol. 11.
26. L. S. Fridericia, "Die Systolendauer im Elektrokardiogramm bei normalen Menschen und bei erzkranken," Acta Medica Scandinavica, Stockholm, vol. 57, pp. 469-486, 1920.