Automatic Evaluation of FHR Recordings from CTU-UHB CTG Database
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F13%3A00206694" target="_blank" >RIV/68407700:21230/13:00206694 - isvavai.cz</a>
Result on the web
<a href="http://link.springer.com/chapter/10.1007%2F978-3-642-40093-3_4#page-1" target="_blank" >http://link.springer.com/chapter/10.1007%2F978-3-642-40093-3_4#page-1</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-642-40093-3_4" target="_blank" >10.1007/978-3-642-40093-3_4</a>
Alternative languages
Result language
angličtina
Original language name
Automatic Evaluation of FHR Recordings from CTU-UHB CTG Database
Original language description
Fetal heart rate (FHR) provides information about fetal well-being during labor. The FHR is usually the sole direct information channel from the fetus -- undergoing the stress of labor -- to the clinician who tries to detect possible ongoing hypoxia. Forthis paper, new CTU-UHB CTG database was used to compute more than 50 features. Features came from different domains ranging from classical morphological features based on FIGO guidelines to frequency-domain and non-linear features. Features were selected using the RELIEF (RELevance In Estimating Features) technique, and classified after applying Synthetic Minority Oversampling Technique (SMOTE) to the pathological class of the data. Nearest mean classifier with adaboost was used to obtain the final results. In results section besides the direct outcome of classification the top ten ranked features are presented.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
JC - Computer hardware and software
OECD FORD branch
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Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach
Others
Publication year
2013
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Information Technology in Bio- and Medical Informatics, ITBAM 2013
ISBN
978-3-642-40092-6
ISSN
0302-9743
e-ISSN
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Number of pages
15
Pages from-to
47-61
Publisher name
Springer
Place of publication
Heidelberg
Event location
Prague
Event date
Aug 26, 2013
Type of event by nationality
EUR - Evropská akce
UT code for WoS article
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