Some practical remarks on neural networks approach to fetal cardiotocograms classification

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

Volumn , Issue , 2007, Pages 5170-5173

  Jezewski, Michal ^b   Wrobel, Janusz ^c   Labaj, Pawel ^c   Leski, Jacek ^a,b   Henzel, Norbert ^b   Horoba, Krzysztof ^c   Jezewski, Janusz ^a,c  

^a IEEE

^b SILESIAN UNIVERSITY OF TECHNOLOGY   (Poland)

^c INSTITUTE OF MEDICAL TECHNOLOGY AND EQUIPMENT   (Poland)

Author keywords

[No Author keywords available]

Indexed keywords

BIOPHYSICS; LEARNING SYSTEMS; NETWORK ARCHITECTURE; RADIAL BASIS FUNCTION NETWORKS;

BIOPHYSICAL SIGNALS; CARDIOTOCOGRAMS;

NEURAL NETWORKS;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; AUTOMATED PATTERN RECOGNITION; CARDIOTOCOGRAPHY; COMPARATIVE STUDY; COMPUTER ASSISTED DIAGNOSIS; EVALUATION STUDY; FETUS HEART RATE; HUMAN; METHODOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; VALIDATION STUDY;

ALGORITHMS; CARDIOTOCOGRAPHY; DIAGNOSIS, COMPUTER-ASSISTED; HEART RATE, FETAL; HUMANS; NEURAL NETWORKS (COMPUTER); PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 57649201541     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2007.4353506     Document Type: Conference Paper

References (6)

1. Arduini D., Giannini F., Magenes G.: Intrapartum serveillance: computer cardiotocography, Proc. of 5th World Congress of Perinatal Medicine, 2001, pp. 1217-1223.
2. Dalton K.J.: Neuro-computing: a medical overwiew of neural networks, with particular reference to obsterics and gynecology in "A critical appraisal of fetal surveillance", ed: H. Geijn, Elsevier, 1994, pp. 625-632.
3. Jezewski J., Wrobel J., Horoba K., Kupka T., Matonia A.: Centralised fetal monitoring system with hardware-based data flow control, Proc. of III International Conference MEDSIP, Glasgow, VII. 2006, 51-54.
4. Magenes G., Signorini M.G., Arduini D.: Classification of cardiotocographic records by neural networks, Proc.of the IEEE International Joint Conference on Neural Networks, 2000, Vol. 3, pp. 637-641.
5. Magenes G., Signorini M.G., Sassi R.: Multiparametric analysis of fetal heart rate: comparison of neural and statistical classifiers, Proc. of IX Conference on Medical. Engineering and Computing, 2001, pp. 360-363.
6. Sikora J.: Digital analysis of cardiotocographic traces for clinical fetal outcome prediction, Clinical Perinatology and Gynaecology, Supplement 21, 2001, pp. 57-88.