Title
Scattering Transform For Intrapartum Fetal Heart Rate Characterization And Acidosis Detection
Abstract
Early acidosis detection and asphyxia prediction in intrapartum fetal heart rate is of major concern. This contribution aims at assessing the potential of the Scattering Transform to characterize intrapartum fetal heart rate. Elaborating on discrete wavelet transform, the Scattering Transform performs a non linear and multiscale analysis, thus probing not only the covariance structure of data but also the full dependence structure. Applied to a real database constructed by a French public academic hospital, the Scattering Transform is shown to catch relevant features of intrapartum fetal heart rate time dynamics and to have a satisfactory ability to discriminate Normal subjects from Abnormal.
Year
DOI
Venue
2013
10.1109/EMBC.2013.6610146
2013 35TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC)
Keywords
Field
DocType
databases,obstetrics,discrete wavelet transform,fractals,cardiology,scattering,correlation,time series analysis
Computer vision,Fetus,Pattern recognition,Computer science,Intensive care medicine,Acidosis,Discrete wavelet transform,Artificial intelligence,Scattering,Heart rate,Asphyxia,Covariance
Conference
Volume
ISSN
Citations 
2013
1557-170X
5
PageRank 
References 
Authors
0.57
4
5
Name
Order
Citations
PageRank
Václav Chudácek1357.32
Joakim Andén250.57
Mallat, S.3143.35
Patrice Abry456763.81
Muriel Doret5264.42