• DocumentCode
    1454215
  • Title

    Organizing and understanding beliefs in advice-giving diagnostic systems

  • Author

    Bourne, John R. ; Liu, Hsi-Ho ; Orogo, Constantine D. ; Collins, Glen C. ; Uckun, N. Serdar ; Brodersen, Arthur J.

  • Author_Institution
    Sch. of Eng., Vanderbilt Univ., Nashville, TN, USA
  • Volume
    3
  • Issue
    3
  • fYear
    1991
  • fDate
    9/1/1991 12:00:00 AM
  • Firstpage
    269
  • Lastpage
    280
  • Abstract
    Reasoning based on belief functions and cause-effect hierarchies are combined to create a methodology for enhanced evidential reasoning. A description of the methodology is given as well as examples of the utilization of a complete system. The method provides reasoning about belief among alternatives, is extensible, and can be easily scaled up to large problems. It is asserted that belief manipulation coupled with information about fault history, events, and symptoms is sufficient to secure good diagnostic results
  • Keywords
    expert systems; inference mechanisms; advice-giving diagnostic systems; belief functions; belief manipulation; belief organisation; cause-effect hierarchies; enhanced evidential reasoning; events; fault history; symptoms; understanding beliefs; Assembly; Electronic components; Encoding; Graphics; Intelligent systems; Medical diagnostic imaging; Organizing; Predictive models; User interfaces;
  • fLanguage
    English
  • Journal_Title
    Knowledge and Data Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1041-4347
  • Type

    jour

  • DOI
    10.1109/69.91058
  • Filename
    91058