• DocumentCode
    2575175
  • Title

    A New Evidence Combination Scheme for Decision Assistant

  • Author

    Wang, Wanqing ; Zhao, Yongjun ; Huang, Jie

  • fYear
    2012
  • fDate
    10-12 Oct. 2012
  • Firstpage
    53
  • Lastpage
    57
  • Abstract
    In D-S evidence theory, the Dempster´s rule always leads to counter-intuitive results when combining conflicting evidences. The methods proposed to solve these problems all simply focus on BBA features, and ignore the decision assistant purpose. In order to get consistent results, a new combination scheme is proposed, which imitates the thinking of our brain, and fuses evidences with different conflict levels by different rules. The new scheme firstly classifies the evidences according to decision support property, then, fuses the BBAs in the same class through classical discounting method, in which the discount factor is related to probability quality, finally, combines the evidences conflicting seriously through another discount way selecting BBA reliability as the factor. The numeric examples show that the new scheme evaluates BBAs from decision assistant point all-time long, and can solve the counter-intuitive paradoxes effectively.
  • Keywords
    decision making; probability; uncertainty handling; BBA features; BBA reliability; D-S evidence theory; Dempster rule; counter-intuitive paradoxes; decision assistant; evidence combination scheme; probability quality; Artificial intelligence; Decision making; Fuses; Probabilistic logic; Psychology; Reliability; Uncertainty; D-S theory; combination method; conflict evidence; decision assistant;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Cyber-Enabled Distributed Computing and Knowledge Discovery (CyberC), 2012 International Conference on
  • Conference_Location
    Sanya
  • Print_ISBN
    978-1-4673-2624-7
  • Type

    conf

  • DOI
    10.1109/CyberC.2012.18
  • Filename
    6384944