• DocumentCode
    1285784
  • Title

    Some strategies for explanations in evidential reasoning

  • Author

    Xu, Hong ; Smets, Philippe

  • Author_Institution
    Univ. Libre de Bruxelles, Belgium
  • Volume
    26
  • Issue
    5
  • fYear
    1996
  • fDate
    9/1/1996 12:00:00 AM
  • Firstpage
    599
  • Lastpage
    607
  • Abstract
    We present two methods to provide explanations for reasoning with belief functions. One approach, inspired by Strat´s method, is based on sensitivity analysis, but its computation is simpler thus easier to implement than Strat´s. The other approach is to examine the impact of each piece of evidence on the conclusion based on the measure of the information content provided by the evidence. We show the property of additivity for each pieces of evidence that are conditional independent within the context of the valuation-based systems. We give an example to show how these approaches are applied in an evidential network
  • Keywords
    case-based reasoning; explanation; sensitivity analysis; additivity; belief functions; evidential network; evidential reasoning; explanations; sensitivity analysis; valuation-based systems; Cost accounting; Expert systems; Helium; Humans; Knowledge engineering; Postal services; Problem-solving; Sections; Sensitivity analysis;
  • fLanguage
    English
  • Journal_Title
    Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4427
  • Type

    jour

  • DOI
    10.1109/3468.531907
  • Filename
    531907