A Three Class Treatment of the FHR Classification Problem Using Latent Class Analysis Labeling
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F14%3A00222185" target="_blank" >RIV/68407700:21230/14:00222185 - isvavai.cz</a>
Result on the web
<a href="http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6943525" target="_blank" >http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6943525</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/EMBC.2014.6943525" target="_blank" >10.1109/EMBC.2014.6943525</a>
Alternative languages
Result language
angličtina
Original language name
A Three Class Treatment of the FHR Classification Problem Using Latent Class Analysis Labeling
Original language description
Electronic Fetal Monitoring in the form of cardiotocography is routinely used for fetal assessment both during pregnancy and delivery. However its interpretation requires a high level of expertise and even then the assessment is somewhat subjective as ithas been proven by the high inter and intra-observer variability. Therefore the scientific community seeks for more objective methods for its interpretation. Along this path, presented work proposes a classification approach, which is based on a latentclass analysis method that attempts to produce more objective labeling of the training cases, a step which is vital in a classification problem. The method is combined with a simple logistic regression approach under two different schemes: a standard multi-class classification formulation and an ordinal classification one. The results are promising suggesting that more effort should be put in this proposed approach.
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)
Others
Publication year
2014
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings of 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society
ISBN
978-1-4244-7929-0
ISSN
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e-ISSN
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Number of pages
4
Pages from-to
46-49
Publisher name
IEEE
Place of publication
Piscataway
Event location
Chicago
Event date
Aug 26, 2014
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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