Subband features based on higher order statistics for ECG beat classification

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

Volumn , Issue , 2007, Pages 1859-1862

  Chen, Ying Hsiang ^a   Yu, Sung Nien ^a  

^a NATIONAL CHUNG CHENG UNIVERSITY   (Taiwan)

Author keywords

[No Author keywords available]

Indexed keywords

BACKPROPAGATION; DISCRETE WAVELET TRANSFORMS; ELECTROCARDIOGRAPHY; FEEDFORWARD NEURAL NETWORKS; STATISTICS;

FEEDFORWARD BACKPROPAGATION NEURAL NETWORK; HIGHER ORDER STATISTICS; MIDBAND SIGNALS;

FEATURE EXTRACTION;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; COMPUTER ASSISTED DIAGNOSIS; ELECTROCARDIOGRAPHY; EQUIPMENT; EQUIPMENT DESIGN; FOURIER ANALYSIS; HEART ARRHYTHMIA; HEART RATE; HUMAN; METHODOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING; STATISTICAL MODEL;

ALGORITHMS; ARRHYTHMIAS, CARDIAC; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROCARDIOGRAPHY; EQUIPMENT DESIGN; FOURIER ANALYSIS; HEART RATE; HUMANS; MODELS, STATISTICAL; NEURAL NETWORKS (COMPUTER); REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 57649217264     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2007.4352677     Document Type: Conference Paper

References (9)

1. S. Osowski and L. T. Hoai, "ECG beat recognition using fuzzy hybrid neural network," IEEE Trans. Biomed. Eng., vol. 48, no. 11, Nov. 2001, pp. 1265-1271.
2. M. Engin, "ECG beat classification using neuro-fuzzy network," Pattern Recognition Letters, vol. 25, Nov. 2004, pp. 1715-1722.
3. 1. GÜler and E.D. Übeyli, "A modified mixture of experts network structure for ECG beats classification with diverse features," Engineering Applications of Artificial Intelligence, vol. 18, Oct. 2005, pp. 845-856.
4. S.-N. Yu and Y.-Hs. Chen, "Electrocardiogram beat classification based on wavelet transformation and probabilistic neural network," Pattern Recognition Letters, vol. 28, no. 10, Jul. 2007, pp. 1142-1150.
5. G. K. Prasad and J. S. Sahambi, "Classification of ECG arrhythmias using multi-resolution analysis and neural networks," IEEE Conf. on Convergent Technologies, Bangalore, India, (1), pp. 227-231, 2003.
6. M. Lagerholm, C. Peterson, G. Braccini, L. Edenbrandt, and L. Sornmo, "Clustering ECG complexes using Hermite function and self-organizing maps," IEEE Trans. Biomed. Eng., vol. 47, no. 7, Jul. 2000, pp. 838-848.
7. J. P. Martinez, R. Almeida, S. Olmos, A. P. Rocha and P. Laguna, "A wavelet-based ECG delineator: evaluation on standard databases," IEEE Trans. Biomed. Eng., vol. 51, no. 4, Apr. 2004.
8. S. Haykin, Neural Networks: A Comprehensive Foundation, 2nd ed., Prentice Hall, pp. 156-255.
9. Physiobank Archieve Index, MIT-BIH Arrhythmia Database: http://www.physionet.org/physiobank/database (Access time: 10th December 2003).