• DocumentCode
    2139386
  • Title

    Combination of radiologists´ diagnosis by a fuzzy number approach

  • Author

    Zhang, Xiaohui ; Duckstein, Lucien

  • Author_Institution
    Dept. of Syst. & Ind. Eng., Arizona Univ., Tucson, AZ, USA
  • fYear
    1993
  • fDate
    1993
  • Firstpage
    1293
  • Abstract
    The authors present a fuzzy set approach to combine experts´ imprecise opinions. The case study deals with medical radiologists´ diagnoses expressed as fuzzy numbers that reflect the confidence and uncertainty of their decision. Specifically, the independent, fuzzy diagnoses of four radiologists are combined by a fuzzy number approach, called a mixed linear extension. The combined result is a fuzzy number. Four essential properties of this combination are discussed, namely, agreement preservation, order independence, possibility conservation and possibility interval preservation. Defuzzification yields crisp results which coincide well with the actual observations representing 45 true values
  • Keywords
    diagnostic expert systems; fuzzy set theory; medical expert systems; radiology; agreement preservation; confidence; crisp results; defuzzification; fuzzy number approach; fuzzy set; medical radiologists´ diagnoses; mixed linear extension; order independence; possibility conservation; possibility interval preservation; uncertainty; Costs; Diagnostic radiography; Fuzzy sets; Fuzzy systems; Medical diagnosis; Medical diagnostic imaging; Probability distribution; Testing; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems, 1993., Second IEEE International Conference on
  • Conference_Location
    San Francisco, CA
  • Print_ISBN
    0-7803-0614-7
  • Type

    conf

  • DOI
    10.1109/FUZZY.1993.327579
  • Filename
    327579