Efficient ECG multi-level wavelet classification through neural network dimensionality reduction

Neural Networks for Signal Processing - Proceedings of the IEEE Workshop

Volumn 2002-January, Issue , 2002, Pages 395-404

  Andreao R V ^a   Dorizzi, B ^a   Cortez, P C ^b   Mota, J C M ^b  

^a INSTITUT NATIONAL DES TÉLÉCOMMUNICATIONS   (France)

^b FEDERAL UNIVERSITY OF CEARÁ   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

ELECTROCARDIOGRAPHY;

DIFFERENT WAVELETS; DIMENSIONALITY REDUCTION; ECG BEAT DETECTION; MULTILEVELS; NOISE RESISTANCE; REGULARIZATION TECHNIQUE;

SIGNAL PROCESSING;

EID: 84953737728     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/NNSP.2002.1030051     Document Type: Conference Paper

References (12)

1. th International Conference of the IEEE Engineering in Medicine and Biology Society, vol. 20, no. 3, pp. 1337-1340, 1998.
2. P.de Chazal et al, "Classification of the electrocardiogram using selected wavelet coefficients and linear discriminants," Proceedings of the IEEE International Conference on Acoustic, Speech, and Signal Processing, vol. 6, pp. 3590-3593, 2000.
3. Z. Dokur et al, "ECG waveform classification using the neural network and wavelet transform," Proceedings of the First Joint BMES/EMBS Conference Serving Humanity, Advancing Technology, pp. 273, October 1999.
4. Association for the Advancement of Medical Instrumentation (AAMI), "Recommended practice for testing and reporting performance results of ventricular arrhythmia detection algorithms," Tech. Rep. AAMI ECAR-1987, AAMI, Arlington, VA, 1987.
5. F.D. Foresee and M.T. Hagan, "Gauss-Newton approximation to bayesian learning," IEEE International Conference on Neural Networks, vol. 3, pp. 1930-1935, 1997.
6. A.L. Goldberger et al, "PhysioBank, PhysioToolkit, and Physionet: Components of a New Research Resource for Complex Physiologic Signals," Circulation 101(23):e215-e220.
7. Y.H. Hu et al, "A patient-adaptable ECG beat classifier using a mixture of experts approach," IEEE Transactions on Biomedical Engineering, vol. 44, no. 9, pp. 891-900, September 1997.
8. C. Li et al, "Detection of ECG characteristic points using wavelet transforms," IEEE Transactions on Biomedical Engineering, vol. 42, no. 1, pp. 21-28, January 1995.
9. D.J. MacKay, "Bayesian Interpolation," Neural Computation, vol. 4, pp. 415-447, 1992.
10. S. Mallat, A Wavelet Tour of Signal Processing, Academic Press, 1998.
11. S. Wu et al, "A novel method for beat-to-beat detection of ventricular late potentials," IEEE Transactions on Biomedical Engineering, vol. 48, no. 8, pp. 931-935, August 2001.
12. th International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 280-281, 1997.