Feature extraction for ECG time-series mining based on chaos theory

Proceedings of the International Conference on Information Technology Interfaces, ITI

Volumn , Issue , 2007, Pages 63-68

  Jovic, Alan ^a   Bogunovic, Nikola ^b  

^a RUDER BO KOVI INSTITUTE   (Croatia)

^b UNIVERSITY OF ZAGREB   (Croatia)

Author keywords

Chaos theory; ECG analysis; Feature extraction

Indexed keywords

APPROXIMATE ENTROPY; BASED-ON CHAOS; CORRELATION DIMENSION; ECG ANALYSIS; FUTURE WORK; INTERNATIONAL CONFERENCES; PHASE SPACES; PROGRAM FUNCTIONS; SYSTEM MODELLING; TIME-SERIES MINING;

CHAOS THEORY; CHAOTIC SYSTEMS; CORRELATION METHODS; ELECTROCARDIOGRAPHY; ELECTROCHROMIC DEVICES; INFORMATION TECHNOLOGY; MODEL STRUCTURES; PHASE INTERFACES; PHASE SPACE METHODS; TECHNOLOGY;

FEATURE EXTRACTION;

EID: 48349095460     PISSN: 13301012     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ITI.2007.4283745     Document Type: Conference Paper

References (10)

1. Faust, O., Acharya U.R., Krishnan, SM., Min, L.C., "Analysis of Cardiac Signals Using Spatial Filling Index and Time-Frequency Domain", BioMedical Engineering OnLine, September 2004
2. Hornero, R., Abásolo, D. et al., "Variability, Regularity, and Complexity of Time Series Generated by Schizophrenic Patients and Control Subjects", IEEE Transactions on Biomedical Engineering, Vol. 53, No. 2, February 2006
3. Kaplan, D., Glass, L., "Understanding Nonlinear Dynamics", Springer-Verlag, 1995
4. Lux, R.L., "Principal Component Analysis: An Old but Powerful Tool for ECG Analysis", International Journal of Bioelectromagnetism, Vol. 5, No. 1, 2003
5. Malik, M., Kulakowski P., Hnatkova, K., Staunton, A., Camm, A.J., "Spectral turbulence analysis versus time-domain analysis of the signal-averaged ECG in survivors of acute myocardial infarction", J Electrocardiol., 27, Suppl: 227-32, 1994
6. Morlet, D., et al. "Time-scale analysis of high-resolution signal-averaged surface ECG using wavelet transformation." Proceedings of Computers in Cardiology Conference, September 1991
7. Schuster, H. G., "Deterministic Chaos: An Introduction", Physik-Verlag GmbH, 1984.
8. Strohmenger, H.-U., Lindner, K.H., Brown, C.G., "Analysis of the ventricular fibrillation ECG signal amplitude and frequency parameters as predictors of countershock success in humans", CHEST, March 1997
9. Weiss, J.N., Garfinkel, A. et al. "Chaos and the Transition to Ventricular Fibrillation: A New Approach to Antiarrhythmic Drug Evaluation", UCLA Cardiovascular Research Laboratory, 1999
10. Witten, I.H., Frank, E., "Data mining: Practical Machine Learning Tools and Techniques with Java Implementations", Morgan Kaufmann Publishers, 2000