A support vector machine classifier algorithm based on a perturbation method and its application to ECG beat recognition systems

Expert Systems with Applications

Volumn 31, Issue 1, 2006, Pages 150-158

  Acir, Nurettin ^a  

^a NIGDE UNIVERSITY   (Turkey)

Author keywords

ECG beat recognition; Feature selection; Input dimension reduction; Support vector machines

Indexed keywords

COSINE TRANSFORMS; DATA PROCESSING; DATABASE SYSTEMS; FEATURE EXTRACTION; PATTERN RECOGNITION; PERTURBATION TECHNIQUES;

ECG BEAT RECOGNITION; FEATURE SELECTION; INPUT DIMENSION REDUCTION; SUPPORT VECTOR MACHINES;

ALGORITHMS;

EID: 33644765907     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2005.09.013     Document Type: Article

References (31)

1. U.R. Acharya, P.S. Bhat, S.S. Iyangar, A. Rao, and S. Dua Classification of heart rate data using artificial neural network and fuzzy equivalence relation Pattern Recognition 36 2003 61 68
2. N. Acir, İ Öztura, M. Kuntalp, B. Baklan, and C. Güzeliş Automatic detection of epileptiform events in EEG by a three-stage procedure based on artificial neural networks IEEE Transactions on Biomedical Engineering 52 1 2005 30 40
3. P.S. Addison, J.N. Watson, G.R. Clegg, M. Holzer, F. Sterz, and C.E. Robertson Evaluating arrhythmias in ECG signals using wavelet transforms IEEE Engineering in Medicine and Biology 19 5 2000 104 109
4. L.M. Belue, and K.W. Bauer Jr Determining input features for multilayer perceptrons Neurocomputing 7 1995 111 121
5. D.P. Bertsekas Nonlinear programming 1995 Athenas Scientific Belmont, MA
6. L. Cao, C.K. Seng, Q. Gu, and H.P. Lee Saliency analysis of support vector machines for gene selection in tissue classification Neural Computing and Applications 11 2003 244 249
7. B.G. Celler, and P. Chazal Low computational cost classifiers for ECG diagnosis using neural networks Twentieth annual international conference of the IEEE-EMBS 1998 (pp. 1337-1340)
8. P. Chazal, and B.G. Celler Selecting a neural network structure for ECG diagnosis Twentieth annual international conference of the IEEE-EMBS 1998 (pp. 1422-1425)
9. I. Daubechies Ten lectures on wavelets 1992 Capital City Press Montpelier, VT
10. P.A. Devijver, and J. Kittler Pattern recognition: A statistical approach 1982 Prentice-Hall Englewood Cliffs, NJ
11. Z. Dokur, and T. Ölmez ECG beat classification by a novel hybrid neural network Computer Methods and Programs in Biomedicine 66 2001 167 181
12. S. Haykin Neural networks: A comprehensive foundation 1999 Prentice-Hall Englewood Cliffs, NJ
13. I. Jouny, P. Hamilton, and M. Kanapathipillai Adaptive wavelet representation and classification of ECG signals Sixteenth annual international conference of the IEEE-EMBS, paper number 48 1994
14. H. Kordylewski, D. Graupe, and K. Liu A novel large-memory neural network as an aid in medical diagnosis applications IEEE Transactions on Information Technology in Biomedicine 5 3 2001 202 209
15. M. Kundu, M. Nasipuri, and D.K. Basu Knowledge-based ECG interpretation: A critical review Pattern Recognition 33 2000 351 373
16. M. Lang Allpas filter design and applications IEEE Transactions on Signal Processing 46 9 1998 2505 2514
17. N. Maglaveras, T. Stamkopoulos, K. Diamantaras, C. Pappas, and M. Strintzis ECG pattern recognition and classification using nonlinear transformations and neural networks: A review International Journal of Medical Informatics 52 1998 191 208
18. B.J. McNeil, E. Keeler, and J. Adelstein Primer on certain elements of medical decision making Journal of Medicine (The New England) 293 5 1975 211 215
19. K. Minami, H. Nakajima, and T. Toyoshima Real time discrimination of ventricular tachyarrhytmia with fourier transform neural network IEEE Transactions on Biomedical Engineering 46 1999 179 185
20. S. Osowski, and T.H. Linh ECG beat recognition using fuzzy hybrid neural network IEEE Transactions on Biomedical Engineering 48 11 2001 1265 1271
21. J.S. Paul, M.R.S. Reddy, and V.J. Kumar Automatic detection of PVC's using autoregressive models Nineteenth annual international conference of the IEEE-EMBS 1997 (pp. 68-71)
22. Physiobank archive index, MIT-BIH arrhythmia database. http://www.physionet.org/physiobank/database.
23. S.C. Saxena, V. Kumar, and S.T. Hamde Feature extraction from ECG signals using wavelet transforms for disease diagnostics International Journal of Systems Science 33 2002 1073 1085
24. J.M. Steppe, and K.W. Bauer Jr. Feature sensitivity measures Computers and Mathematics with Applications 23 8 1997 109 126
25. K. Sternickel Automatic pattern recognition in ECG time series Computer Methods and Programs in Biomedicine 68 2002 109 115
26. M. Unser, and A. Aldroubi A review of wavelets in biomedical applications Proceedings of the IEEE 84 4 1996 626 638
27. V. Vapnik Statistical learning theory 1998 Wiley New York
28. V. Vapnik The support vector method of function estimation J.A.K. Suykens J. Vandewalle Nonlinear modelling: Advanced black-box techniques 1998 Kluwer Academic Publishers Boston, MA 55 85
29. D. West, and V. West Model selection for a medical diagnostic decision support system: A breast cancer detection case Artificial Intelligence in Medicine 20 3 2000 183 204
30. M. Yang, and W.L. Shyu ECG events detection and classification using wavelet and neural networks Twentieth annual international conference of the IEEE-EMBS 1997 (pp. 280-281)
31. J.M. Zurada, A. Malinowski, and S. Usui Perturbation method for deleting redundant inputs of perceptron networks Neurocomputing 14 1997 177 193