• DocumentCode
    329849
  • Title

    Model based diagnoses in medicine

  • Author

    Druzovec, Marjan

  • Author_Institution
    Fac. of Mech. Eng., Maribor Univ.
  • Volume
    4
  • fYear
    1998
  • fDate
    11-14 Oct 1998
  • Firstpage
    4080
  • Abstract
    First generation expert systems used shallow knowledge based on heuristic information to solve a diagnostic problem. This approach has many disadvantages, which can be avoided with the use of deep knowledge. Diagnostic reasoning based on deep knowledge is called model based diagnoses. Recently the use of qualitative modeling in relation to deep knowledge in expert systems has become increasingly important. Model based reasoning in our diagnostic system is performed with a simulation process of a qualitative system model. The qualitative system model need not to be specially adapted for use in a diagnostic domain. It only needs to simulate system behavior expressed by normal or abnormal functioning of its components. The proposed architecture is not complex, is very efficient and simply takes into account a previous diagnostic result to obtain a new one from additional observation measurement (medical tests or examinations) of the system
  • Keywords
    diagnostic expert systems; diagnostic reasoning; medical diagnostic computing; medical expert systems; model-based reasoning; abnormal functioning; deep knowledge; diagnostic domain; diagnostic problem; diagnostic reasoning; diagnostic system; expert systems; first generation expert systems; heuristic information; medical tests; medicine; model based diagnoses; previous diagnostic result; qualitative modeling; qualitative system model; shallow knowledge; simulation process; system behavior; Biomedical informatics; Computer science; Diagnostic expert systems; Diseases; Fault diagnosis; Mechanical engineering; Medical diagnostic imaging; Medical expert systems; Medical simulation; Medical tests;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics, 1998. 1998 IEEE International Conference on
  • Conference_Location
    San Diego, CA
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-4778-1
  • Type

    conf

  • DOI
    10.1109/ICSMC.1998.726728
  • Filename
    726728