Possibilities of using neural networks for ECG classification

Journal of Electrocardiology

Volumn 29, Issue SUPPL., 1996, Pages 10-16

  Bortolan, G ^a   Brohet, C ^a   Fusaro, S ^a  

^a Istituto di Ingeneria Biomedica del CNR   (Italy)

Author keywords

12 lead ECG; computerized electrocardiography; diagnostic classification; neural networks

Indexed keywords

ARTIFICIAL NEURAL NETWORK; COMPUTER ASSISTED DIAGNOSIS; CONFERENCE PAPER; DATA BASE; ELECTROCARDIOGRAM; HEART INFARCTION; HEART VENTRICLE HYPERTROPHY; PRIORITY JOURNAL;

EID: 0030451902     PISSN: 00220736     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0022-0736(96)80003-3     Document Type: Conference Paper

References (20)

1. Bortolan G Willems JL Diagnostic ECG classification based on neural networks J Electrocardiol 26 1994 75
2. Xue Q Hu YH Tompkins WJ Neural-network-based adaptive matched filtering for QRS detection IEEE Trans Biomed Eng 39 1992 317
3. Edenbrandt L Devine B Macfarlane PW Neural networks for classification of electrocardiographic ST-T segments J Electrocardiol 25 1992 167
4. Heden B Ohlsson M Edenbrandt L Artificial neural networks for recognition of electrocardiographic lead reversal Am J Cardiol 75 1995 929
5. Yang TF Devine B Macfarlane PW Artificial neural networks for the diagnosis of atrial fibrillation Med Biol Eng Comput 32 1994 615
6. Dassen W Gorgels A Mulleneers R Development of ECG criteria to diagnose the number of narrowed coronary arteries in rest J Electrocardiol 27 1994 156
7. Suzuki Y Self-organizing QRS-wave recognition in ECG using neural networks IEEE Trans Neural Networks 6 1995 1469
8. Willems JL Lesaffre E Pardaens J Comparison of the classification ability of the electrocardiogram and vectorcardiogram Am J Cardiol 59 1987 119
9. Willems JL Lesaffre E Comparison of multigroup logistic and linear discriminant ECG and VCG classification J Electrocardiol 20 1987 83
10. Brohet CR Derwael C Robert A Fesler R Methodology of ECG interpretation in the Louvain program Methods Inf Med 29 1990 403
11. Bortolan G Degani R Willems J ECG classification with neural networks and cluster analysis Murray A Arzbaecher R Computers in cardiology 1991 1991 IEEE Computer Society Rotterdam 177
12. Balda RA Diller G Deardorff E The HP ECG analysis program van Bemmel JH Willems JL Trends in computer-processed electrocardiograms 1977 North-Holland Los Alamitos, CA 197
13. Degani R Bortolan G Methodology of ECG interpretation in the Padova program Methods Inf Med 29 1990 386
14. Russel R Pruning algorithms: a survey IEEE Trans Neural Networks 4 1993 740
15. Bortolan G Silipo R Marchesi C Fuzzy pattern classification and the connectionist approach Pattern Recognition Letters 17 1996 661
16. Silipo R Bortolan G Marchesi C Fuzzy prepocessing and artificial neural networks classification for the diagnostic interpretation of resting ECG Murray A Arzbaecher R Computers in cardiology 1995 1995 IEEE Computer Society Amsterdam 365
17. (in press) Bozzola P Bortolan G Combi C A hybrid neuro-fuzzy system for ECG classification of myocardial infarction Computers in cardiology 1996 1996 IEEE Computer Society Los Alamitos, CA
18. Wrightsville Beach, NC Silipo R Bortolan G Marchesi C Fuzzy preprocessing for pattern classification with artificial neural networks Joint conference on information sciences 1995 178
19. (in press) Bortolan G Fusaro S Some aspects of fuzzy preprocessing in the connectionist approach Proceedings from the Fourth European Congress on Soft Intelligent Techniques and Soft Computing. EUFIT-96 Aachen, Germany 1996 1425
20. Special Issue on the CSE project (Common Standards for Quantitative Electrocardiography) Methods Inf Med 29 1990