Feature saliency using signal-to-noise ratios in automated diagnostic systems developed for ECG beats

Expert Systems with Applications

Volumn 28, Issue 2, 2005, Pages 295-304

  Güler, Inan ^a   Übeyli, Elif Derya ^b  

^a GAZI UNIVERSITY   (Turkey)

^b TOBB UNIVERSITY OF ECONOMICS AND TECHNOLOGY   (Turkey)

Author keywords

Classification accuracy; ECG beats classification; Feature saliency; Signal to noise ratio

Indexed keywords

BIOELECTRIC POTENTIAL; CLASSIFICATION ACCURACY; ECG BEATS CLASSIFICATION; FEATURE SALIENCY;

AUTOMATION; DATABASE SYSTEMS; DECISION MAKING; DIAGNOSIS; ELECTROCARDIOGRAPHY; SCREENING;

SIGNAL TO NOISE RATIO;

EID: 11244327794     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2004.10.008     Document Type: Article

References (25)

1. M. Akay Wavelet applications in medicine IEEE Spectrum 34 5 1997 50 56
2. I.A. Basheer, and M. Hajmeer Artificial neural networks: Fundamentals, computing, design, and application Journal of Microbiological Methods 43 1 2000 3 31
3. R. Battiti First- and second-order methods for learning: between steepest descent and Newton's method Neural Computation 4 1992 141 166
4. K.W. Bauer, S.G. Alsing, and K.A. Greene Feature screening using signal-to-noise ratios Neurocomputing 31 2000 29 44
5. L.M. Belue, and K.W. Bauer Determining input features for multilayer perceptrons Neurocomputing 7 2 1995 111 121
6. B.B. Chaudhuri, and U. Bhattacharya Efficient training and improved performance of multilayer perceptron in pattern classification Neurocomputing 34 2000 11 27
7. I. Daubechies The wavelet transform, time-frequency localization and signal analysis IEEE Transactions on Information Theory 36 5 1990 961 1005
8. Z. Dokur, and T. Ölmez ECG beat classification by a novel hybrid neural network Computer Methods and Programs in Biomedicine 66 2001 167 181
9. S.Y. Foo, G. Stuart, B. Harvey, and A. Meyer-Baese Neural network-based EKG pattern recognition Engineering Applications of Artificial Intelligence 15 2002 253 260
10. A.L. Goldberger, L.A.N. Amaral, L. Glass, J.M. Hausdorff, P.Ch. Ivanov, R.G. Mark, J.E. Mietus, G.B. Moody, C.K. Peng, and H.E. Stanley Physiobank, Physiotoolkit, and Physionet: components of a new research resource for complex physiologic signals Circulation 101 23 2000 e215 e220 http://circ.ahajournals. org/cgi/content/full/101/23/e215 Circulation Electronic Pages;
11. M.T. Hagan, and M.B. Menhaj Training feedforward networks with the Marquardt algorithm IEEE Transactions on Neural Networks 5 6 1994 989 993
12. S. Haykin Neural networks: A comprehensive foundation 1994 Macmillan New York
13. 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
14. M. Kundu, M. Nasipuri, and D.K. Basu Knowledge-based ECG interpretation: A critical review Pattern Recognition 33 2000 351 373
15. N. Kwak, and C.-H. Choi Input feature selection for classification problems IEEE Transactions on Neural Networks 13 1 2002 143 159
16. T.I. Laine, K.W. Bauer, J.W. Lanning, C.A. Russell, and G.F. Wilson Selection of input features across subjects for classifying crewmember workload using artificial neural networks IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans 32 6 2002 691 704
17. C. Li, C. Zheng, and C. Tai Detection of ECG characteristic points using wavelet transforms IEEE Transactions on Biomedical Engineering 42 1 1995 21 28
18. N. Maglaveras, T. Stamkopoulos, K. Diamantaras, C. Pappas, and M. Strintzis ECG pattern recognition and classification using non-linear transformations and neural networks: A review International Journal of Medical Informatics 52 1998 191 208
19. W.E. Polakowski, D.A. Cournoyer, S.K. Rogers, M.P. DeSimio, D.W. Ruck, J.W. Hoffmeister, and R.A. Raines Computer-aided breast cancer detection and diagnosis of masses using difference of Gaussians and derivative-based feature saliency IEEE Transactions on Medical Imaging 16 6 1997 811 819
20. 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 13 2002 1073 1085
21. B.P. Simon, and C. Eswaran An ECG classifier designed using modified decision based neural networks Computers and Biomedical Research 30 1997 257 272
22. J.M. Steppe, and K.W. Bauer Improved feature screening in feedforward neural networks Neurocomputing 13 1 1996 47 58
23. J.M. Steppe, and K.W. Bauer Feature saliency measures Computers and Mathematics with Applications 33 8 1997 109 126
24. J.M. Steppe, K.W. Bauer, and S.K. Rogers Integrated feature and architecture selection IEEE Transactions on Neural Networks 7 4 1996 1007 1014
25. K. Sternickel Automatic pattern recognition in ECG time series Computer Methods and Programs in Biomedicine 68 2002 109 115