Classification Of Intrapartum Foetal Data

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F08%3A03151553" target="_blank" >RIV/68407700:21230/08:03151553 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Result language
angličtina
Original language name
Classification Of Intrapartum Foetal Data
Original language description
Electronic fetal monitoring - continuous recording of the cardiotocogram (CTG) -consisting of fetal heart rate (fHR) and tocographic signals, is a method used for intrapartal evaluation of the well being of the fetus. Our data set consisted of 104 intrapartum recordings including 18 pregnancies with umbilical artery pH<7,15. In this paper new method for classification of CTG features is proposed based on Group of Adaptive Models Evolution (GAME) neural network. The results of our newly proposed method show promising results with sensitivity of 75% and specificity of 77% depending on the GAME settings, which are better than those of classical k-nn or decision tree algorithm classification yielding results of less than 70% sensitivity and specificity
Czech name
Klasifikace intrapartálních kardiotokografických dat
Czech description
Článek se zabývá klasifikací variability fetální srdeční frekvence při porodu. Metodou použitou pro klasifikaci byla metoda GAME neuronové sítě.Výsledky - senzitivita klasifikace 75% a specificita 77% jsou lepší než u klasických metod klasifikace jako k-nn.

Publication year
2008
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
Analysis of Biomedical Signals and Images; Biosignal 2008 proceedings
ISBN
978-80-214-3613-8
ISSN
1211-412X
e-ISSN
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Number of pages
5
Pages from-to
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Publisher name
VUTIUM Press
Place of publication
Brno
Event location
Brno
Event date
Jun 29, 2008
Type of event by nationality
EUR - Evropská akce
UT code for WoS article
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