A wavelet optimization approach for ECG signal classification

Biomedical Signal Processing and Control

Volumn 7, Issue 4, 2012, Pages 342-349

  Daamouche, Abdelhamid ^a   Hamami, Latifa ^b   Alajlan, Naif ^c   Melgani, Farid ^a  

^a UNIVERSITY OF TRENTO   (Italy)

^b ECOLE NATIONALE POLYTECHNIQUE   (Algeria)

^c KING SAUD UNIVERSITY   (Saudi Arabia)

Author keywords

Classification; Discrete wavelet transform (DWT); Electrocardiogram (ECG) signals; Particle swarm optimization (PSO); Support vector machines (SVM)

Indexed keywords

CLASSIFICATION (OF INFORMATION); DISCRETE WAVELET TRANSFORMS; ELECTROCARDIOGRAPHY; PARTICLE SWARM OPTIMIZATION (PSO); SUPPORT VECTOR MACHINES;

CLASSIFICATION ACCURACY; CLASSIFICATION TASKS; DISCRIMINATIVE FEATURES; ELECTROCARDIOGRAM SIGNAL; OPTIMIZATION APPROACH; POLY-PHASE REPRESENTATION; STATE OF THE ART; WAVELET FILTER BANKS;

BIOMEDICAL SIGNAL PROCESSING;

ARTICLE; CONCEPTUAL FRAMEWORK; CONTROLLED STUDY; DATA BASE; DIAGNOSTIC ACCURACY; DIAGNOSTIC TEST ACCURACY STUDY; ELECTROCARDIOGRAM; FILTER; HEART ARRHYTHMIA; HUMAN; MOLECULAR STABILITY; PRIORITY JOURNAL; PROCESS OPTIMIZATION; SIGNAL PROCESSING; SUPPORT VECTOR MACHINE; WAVELET ANALYSIS;

EID: 84861099114     PISSN: 17468094     EISSN: 17468108     Source Type: Journal    
DOI: 10.1016/j.bspc.2011.07.001     Document Type: Article

References (33)

1. M. Unser, and A. Aldroubi A review of wavelets in biomedical applications IEEE Proceedings, vol. 84 1996 626 638 (Pubitemid 126752555)
2. R.S.H. Istepanian, L.J. Hadjileontiadis, and S.M. Panas ECG data compression using wavelets and higher order statistics methods IEEE Transactions on Information Technology in Biomedicine 5 2001 108 115 (Pubitemid 32609935)
3. R. Benzid, F. Marir, and N. Bouguechal Electrocardiogram compression method based on the adaptive wavelet coefficients quantization combined to a modified two-role encoder IEEE Signal Processing Letters 2007 373 376 (Pubitemid 46845703)
4. T. Ince, S. Kiranyaz, and M. Gabbouj A generic and robust system for automated patient-specific classification of ECG signals IEEE Transactions on Biomedical Engineering 56 2009 1415 1426
5. J.S. Sahambi, S.N. Tandon, and R.K.P. Bhatt Using wavelet transform for ECG characterization IEEE Engineering in Medicine & Biology 16 1997 77 83 (Pubitemid 27044980)
6. L.Y. Shyu, Y.H. Wu, and W. Hu Using wavelet transform and fuzzy neural network for VPC detection form the Holter ECG IEEE Transactions on Biomedical Engineering 51 2004 1269 1273 (Pubitemid 38787932)
7. H. Dickhaus, and H. Heinrich Classifying biosignals with wavelet networks a method for noninvasive diagnosis IEEE Engineering in Medicine & Biology 15 1996 103 111
8. J.S. Lim Finding features for real time premature ventricular contraction detection using a fuzzy neural network system IEEE Transactions on Neural Networks 20 2009 522 527
9. C. Li, C. Zheng, and C. Tai Detection of ECG characteristics points using wavelet transforms IEEE Transactions on Biomedical Engineering 42 1995 21 28
10. A. Khamene, and S. Negahdaripour A new method for the extraction of fetal ECG from the composite abdominal signal IEEE Transactions on Biomedical Engineering 47 2000 507 516 (Pubitemid 30187520)
11. T. Inan, L. Giovangrandi, and J.T.A. Kovacs Robust neural network based classification of premature ventricular contractions using wavelet transform and timing interval features IEEE Transactions on Biomedical Engineering 53 2006 2507 2515 (Pubitemid 46019538)
12. A.H. Khandoker, M. Palaniswami, and C.K. Karmakar Support vector machines for automated recognition of obstructive sleep apnea syndrome from ECG recordings IEEE Transactions on Information Technology in Biomedicine 13 2009 37 48
13. L. Senhaji, G. Carrault, J.J. Bellanger, and G. Passariello Comparing wavelet transforms for recognizing cardiac patterns IEEE Engineering in Medicine & Biology 14 1995 167 173
14. Y. Bazi, and F. Melgani Semisupervised PSO-SVM regression for biophysical parameter estimation IEEE Transactions on Geoscience and Remote Sensing 45 2007 1887 1895 (Pubitemid 46853297)
15. M. Donelli, R. Azzaro, F.G.B. De Natale, and A. Massa An innovative computational approach based on a particle swarm strategy for adaptive phased-arrays control IEEE Transactions on Antennas and Propagation 54 2006 888 898 (Pubitemid 43380129)
16. F. Melgani, and Y. Bazi Classification of electrocardiogram signals with support vector machines and particle swarm optimization IEEE Transactions on Information Technology in Biomedicine 12 5 2008 667 677
17. S. Mallat A Wavelet Tour of Signal Processing 1999 Academic Press Burlington, MA
18. I. Daubechies Orthonormal bases of compactly supported wavelets Communication in Pure Applied Mathematics 41 1988 909 966
19. B.G. Sherlock, and D.M. Monro On the space of orthonormal wavelets IEEE Transactions on Signal Processing 46 1998 1716 1720 (Pubitemid 128743944)
20. G. Strang, and T. Nguyen Wavelets and Filter Banks 1996 Wellesley-Cambridge Press Wellesley, MA
21. P.P. Vaidyanathan Multirate Systems and Filter Banks 1993 Prentice-Hall Englewood Cliffs, NJ
22. J. Kennedy, and R.C. Eberhart Swarm Intelligence 2001 Morgan Kaufmann San Mateo, CA
23. D.E. Goldberg Genetic algorithms in search Optimization and Machine Learning 1989 Addison-Wesley Reading, MA
24. N. Ghoggali, F. Melgani, and Y. Bazi A multiobjective genetic SVM approach for classification problems with limited training samples IEEE Transactions on Geoscience and Remote Sensing 47 2009 1707 1718
25. E. Pasolli, F. Melgani, and M. Donelli Automatic analysis of GPR images: a pattern recognition approach IEEE Transactions on Geoscience and Remote Sensing 47 2009 2206 2217
26. V. Vapnik Statistical Learning Theory 1998 Wiley New York
27. C.W. Hsu, and C.J. Lin A comparison of methods for multiclass support vector machines IEEE Transactions on Neural Networks 13 2002 415 425
28. M. Stone Cross-validatory choice and assessment of statistical predictions Journal of Royal Statistics Society B 36 1974 111 147
29. R. Mark, G. Moody, MIT-BIH Arrhythmia Database, 1997 (Online). Available from: http://ecg.mit.edu/dbinfo.html.
30. F. de Chazal, and R.B. Reilly A patient adapting heart beat classifier using ECG morphology and heartbeat interval features IEEE Transactions on Biomedical Engineering 53 2006 2535 2543 (Pubitemid 46019541)
31. J.J. Wei, C.J. Chang, N.K. Shou, and G.J. Jan ECG data compression using truncated singular value decomposition IEEE Transactions on Biomedical Engineering 5 2001 290 299
32. A. Agresti Categorical Data Analysis 2nd edition 2002 Wiley New York
33. Y.H. Hu, S. Palreddy, and W.J. Tompkins A patient-adaptable ECG beat classifier using a mixture of experts approach IEEE Transactions on Biomedical Engineering 44 1997 891 900 (Pubitemid 27357683)