• DocumentCode
    2790206
  • Title

    The challenge of modeling Decision support systems for medical problems using Fuzzy Cognitive Maps: An overview

  • Author

    Groumpos, Peter P.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Patras, Patras, Greece
  • fYear
    2012
  • fDate
    11-13 Nov. 2012
  • Firstpage
    132
  • Lastpage
    138
  • Abstract
    The difficult and challenging problem of Medical Diagnosis using Decision Support Systems (DSS) is addressed from a system´s point of view. The novel approach of Fuzzy Cognitive Maps (FCMs) as a computational modelling method has been used to tackle problem of DSS for medical problems. The FCM approach is used to address the Medical Decision Analysis and compare it with Decision Trees algorithms. Two medical problems, the bladder tumor grading and Radiotherapy are analyzed and studied using the proposed FCM approach. Simulation results been obtained previously are presented and discussed. The important contributions that have been made by using FCM in a number of medical applications are briefly discussed and future research directions are provided for the clinical use of the FCM methodology.
  • Keywords
    decision trees; fuzzy set theory; medical computing; DSS; FCM; bladder tumor grading; decision trees algorithms; fuzzy cognitive maps; medical problems; modeling decision support systems; radiotherapy; Decision support systems; Diseases; Fuzzy cognitive maps; Medical diagnosis; Medical diagnostic imaging; Tumors; decision support systems; fuzzy cognitive maps; medical diagnosis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioinformatics & Bioengineering (BIBE), 2012 IEEE 12th International Conference on
  • Conference_Location
    Larnaca
  • Print_ISBN
    978-1-4673-4357-2
  • Type

    conf

  • DOI
    10.1109/BIBE.2012.6399662
  • Filename
    6399662