• DocumentCode
    1382564
  • Title

    Dealing with the expert inconsistency in probability elicitation

  • Author

    Monti, Stefano ; Carenini, Giuseppe

  • Author_Institution
    Robotics Inst., Carnegie Mellon Univ., Pittsburgh, PA, USA
  • Volume
    12
  • Issue
    4
  • fYear
    2000
  • Firstpage
    499
  • Lastpage
    508
  • Abstract
    In this paper, we present and discuss our experience in the task of probability elicitation from experts for the purpose of belief network construction. In our study, we applied four techniques. Three of these techniques are available from the literature, whereas the fourth one is a technique that we developed by adapting a method for the assessment of preferences to the task of probability elicitation. The new technique is based on the analytic hierarchy process (AHP) proposed by Saaty (1980, 1994), and it allows for the quantitative assessment of the expert inconsistency. The method is, in our opinion, very promising and lends itself to be applied more extensively to the task of probability elicitation
  • Keywords
    belief networks; knowledge acquisition; probability; analytic hierarchy process; belief network construction; expert inconsistency; probability elicitation; quantitative assessment; Intelligent networks; Knowledge acquisition; Knowledge engineering; Particle measurements; Sensitivity analysis;
  • fLanguage
    English
  • Journal_Title
    Knowledge and Data Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1041-4347
  • Type

    jour

  • DOI
    10.1109/69.868903
  • Filename
    868903