Intrapartum Fetal Heart Rate Classification: Cross-Database Evaluation

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21730%2F16%3A00305501" target="_blank" >RIV/68407700:21730/16:00305501 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1007/978-3-319-32703-7_231" target="_blank" >http://dx.doi.org/10.1007/978-3-319-32703-7_231</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-319-32703-7_231" target="_blank" >10.1007/978-3-319-32703-7_231</a>

Result language
angličtina
Original language name
Intrapartum Fetal Heart Rate Classification: Cross-Database Evaluation
Original language description
Fetal Heart Rate (FHR) provides obstetricians with essential information about fetal reactions to stress events during delivery. Early detection of fetal acidosis, enabling timely interventions and prevention of adverse consequences of acidosis for fetuses, remains a challenging task. In particular, the use of different, proprietary and small databases in various published works hinders meaningful comparisons of achieved results. This work relies on the the use of two independent databases in order to asses relevantly acidosis detection performance and to address important issues of knowledge transfer (features, classification model) from one database to the other. Using a large set of features, supervised classification is performed with state-of-the-art sparse support vector machines. It shows that selected features and classification performance are consistent for both databases. Further it quantifies the level of generalization of the achieved results, by making use of one database for learning and the other one for testing.
Czech name
—
Czech description
—

Project
<a href="/en/project/GP14-28462P" target="_blank" >GP14-28462P: Statistical signal processing of intrapartum CTG in the context of clinical information</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
XIV MEDITERRANEAN CONFERENCE ON MEDICAL AND BIOLOGICAL ENGINEERING AND COMPUTING 2016
ISBN
978-3-319-32701-3
ISSN
1680-0737
e-ISSN
—
Number of pages
6
Pages from-to
1193-1198
Publisher name
Springer
Place of publication
New York
Event location
Paphos
Event date
Mar 31, 2016
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000376283000231

Similar results(10)