• DocumentCode
    2399186
  • 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.
  • fYear
    2006
  • fDate
    Sept. 2006
  • Firstpage
    560
  • Lastpage
    565
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • 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
  • Type

    conf

  • DOI
    10.1109/IS.2006.348480
  • Filename
    4155487