Combining independent component analysis and backpropagation neural network for ECG beat classification

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

Volumn , Issue , 2006, Pages 3090-3093

  Yu, Sung Nien ^a   Chou, Kuan To ^a,b  

^a NATIONAL CHUNG CHENG UNIVERSITY   (Taiwan)

^b WUFENG INSTITUTE OF TECHNOLOGY   (Taiwan)

Author keywords

[No Author keywords available]

Indexed keywords

BACKPROPAGATION; CARDIOLOGY; FEATURE EXTRACTION; INDEPENDENT COMPONENT ANALYSIS; NEURAL NETWORKS; SIGNAL PROCESSING;

BACKPROPAGATION NEURAL NETWORK; ECG BEAT CLASSIFICATION; FEATURE VECTORS; MIT-BIH ARRHYTHMIA DATABASES;

ELECTROCARDIOGRAPHY;

ARTICLE; ARTIFICIAL NEURAL NETWORK; BIOMEDICAL ENGINEERING; ELECTROCARDIOGRAPHY; HUMAN; SIGNAL PROCESSING; STATISTICAL MODEL; STATISTICS;

BIOMEDICAL ENGINEERING; ELECTROCARDIOGRAPHY; HUMANS; LINEAR MODELS; MODELS, STATISTICAL; NEURAL NETWORKS (COMPUTER); SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 34047184937     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2006.260290     Document Type: Conference Paper

References (12)

1. P. Comm, "Independent component analysis - A new concept?," Signal Processing, Vol. 36, pp. 287-314, 1994.
2. A. Hyvärinen, "Fast and robust fixed-point algorithms for independent component analysis," IEEE Trans. Neural Networks, Vol10, pp.626-634, May 1999.
3. A. Hyvärinen, J.Karhunen, and E. Oja, "Independent component analysis," John Wiley & Sons, 2001.
4. L. De Lathauwer, B. De Moor, and J. Vandewalle, "Fetal Electrocardiogram Extraction by blind source subspace separation," IEEE Trans. Biomed. Eng., Vol. 47, pp.567-572, May 2000.
5. Z. Wang, Z. He, and J. Z. Chen, "Blind EGG separation using ICA neural networks," Proceedings- 19th Annual International Conference of the IEEE-EMBS, Chicago, IL. USA, 3, 1351-1354. 1997.
6. R. Vigário, J. Särelä, V. Jousmäki, M. Hämäläinen, and E. Oja "Independent component approach to the analysis of EEG and EMG recording," IEEE Trans. Biomed. Eng., Vol. 47, pp.589-593, May 2000.
7. M.I. Owis, A.-B.M. Youssef, and Y.M. Kadah, "Characterization of ECG signals based on blind source separation," Medical & Biological Engineering & Computing, Vol. 40, pp.557-564, 2002.
8. J.S.R. Jang, C.T Sun, and E. Mizutani, "Neuro-Fuzzy and Soft Computing," Prentice Hall Inc., 1997
9. Y. H. Hu, S. Palreddy, and W. J. Tompkins, "A Patient-Adaptable ECG beat classifier using a mixture of experts approach," IEEE Trans. Biomed. Eng., Vol. 44, No. 9, pp. 891-900., 1997.
10. K. Minami, H. Nakajima, and T. Toyoshima, "Real-time discrimination of ventricular tachyarrhythmia with Fourier-transform neural network," IEEE Trans. on Biomed. Eng., Vol. 46, No. 2, pp. 179-185 1999.
11. S. Osowski, , and T. H. Linh, "ECG beat recognition using fuzzy hybrid neural network," IEEE Trans. Biomed. Eng., Vol. 48, pp. 1265-1271, 2001.
12. G. K. Prasad, and J. S. Sahambi, "Classification of ECG arrhythmias using multi-resolution analysis and neural networks," Proc. IEEE Conf. on Convergent Technologies (Tecon2003), Bangalore, India, Vol. 1, pp. 227-231, 2003.