• DocumentCode
    2340546
  • Title

    Computational intelligence for medical knowledge acquisition with application to glaucoma

  • Author

    Varachiu, Nicolae ; Karanicolas, Cynthia ; Ulieru, Mihaela

  • Author_Institution
    Fac. of Eng., Calgary Univ., Alta., Canada
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    233
  • Lastpage
    238
  • Abstract
    This paper presents an approach that integrates computational intelligence/soft computing paradigms with clinical investigation methods and knowledge. Computational intelligence methods (including fuzzy logic, neural networks and genetic algorithms) deal in a suitable way with imprecision, uncertainty and partial truth. These aspects can be found quite often in practical medical activities and in medical knowledge. The proposed approach uses a knowledge discovery process in order to develop an intelligent system for diagnosis and prediction of glaucoma. The knowledge acquired is embedded in a fuzzy logic inference system. The resulting neuro-fuzzy glaucoma diagnosis and prediction system is expected to lower the effort, difficulties and risk cost related to this disease (the leading cause of blindness in North America)
  • Keywords
    diseases; eye; fuzzy logic; genetic algorithms; knowledge acquisition; medical diagnostic computing; medical expert systems; neural nets; uncertainty handling; blindness; clinical investigation; computational intelligence; fuzzy logic inference system; genetic algorithms; imprecision; intelligent system; knowledge discovery process; medical knowledge acquisition; neural networks; neuro-fuzzy glaucoma diagnosis and prediction system; partial truth; soft computing; uncertainty; Competitive intelligence; Computational intelligence; Costs; Fuzzy logic; Genetic algorithms; Intelligent systems; Knowledge acquisition; Medical diagnostic imaging; Neural networks; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Cognitive Informatics, 2002. Proceedings. First IEEE International Conference on
  • Conference_Location
    Calgary, Alta.
  • Print_ISBN
    0-7695-1724-2
  • Type

    conf

  • DOI
    10.1109/COGINF.2002.1039303
  • Filename
    1039303