Title :
Introducing Grammatical Evolution in Fetal Heart Rate Analysis and Classification
Author :
Tsoulos, Ioannis ; Georgoulas, George ; Gavrilis, Dimitris ; Stylios, Chrysostomos ; Bernardes, Joao ; Groumpos, Peter
Author_Institution :
Dept. of Comput. Sci., Ioannina Univ.
Abstract :
Electronic fetal monitoring is an essential tool for fetal surveillance during labor. It is mainly based on the monitoring and evaluation of the fetal heart rate (FHR) signal, which has to be interpreted online. Evaluation and interpretation of FHR gives an indication of the fetal condition. A lot of research efforts have been done towards the development of automatic and reliable methods for processing and evaluating FHR. This research work introduces an integrated methodology for processing and classifying FHR based on the novel approach of grammatical evolution for feature construction and selection. The proposed methodology is presented, and it is applied to a data set. Experimental results are promising paving the way for further research in that direction
Keywords :
biology computing; cardiology; feature extraction; image classification; medical signal processing; obstetrics; patient diagnosis; classification; electronic fetal monitoring; fetal condition surveillance; fetal heart rate analysis; fetal heart rate evaluation; fetal heart rate monitoring; grammatical evolution; Cardiology; Computerized monitoring; Fetal heart rate; Heart rate measurement; Laboratories; Medical robotics; Neural networks; Robotics and automation; Signal processing; Telephony; Fetal heart rate; Genetic algorithms; Grammatical evolution; Hypoxia; Neural Networks; SMOTE;
Conference_Titel :
Intelligent Systems, 2006 3rd International IEEE Conference on
Conference_Location :
London
Print_ISBN :
1-4244-01996-8
Electronic_ISBN :
1-4244-01996-8
DOI :
10.1109/IS.2006.348480