• DocumentCode
    476990
  • Title

    A modified evidence combination approach based on ambiguity measure

  • Author

    Han, Deqiang ; Han, Chongzhao ; Yang, Yi

  • Author_Institution
    Inst. of Integrated Autom., Xian Jiaotong Univ., Xian
  • fYear
    2008
  • fDate
    June 30 2008-July 3 2008
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Dempster rule of combination is an effective method in evidence reasoning; however, the original combination rule may produce counterintuitive results when there are severe conflicts among evidences due to the discarding of contradictory mass assignments. In this paper a modified combination rule is proposed based on ambiguity measure (AM), which can describe the evidencepsilas degree of uncertainty. Weight factors are generated based on the AM of evidences to reallocate conflicting mass assignments. The combination results based on the proposed approach can be more reasonable. Experiments and examples provided show the efficacy and validity of the proposed approach. Comparisons with other modified evidence combination rules are also provided.
  • Keywords
    case-based reasoning; knowledge based systems; probability; Dempster combination rule; ambiguity measure; evidence reasoning; mass assignments; modified evidence combination approach; Evidence theory; ambiguity measure; combination rule; conflicts redistribution; information fusion;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion, 2008 11th International Conference on
  • Conference_Location
    Cologne
  • Print_ISBN
    978-3-8007-3092-6
  • Electronic_ISBN
    978-3-00-024883-2
  • Type

    conf

  • Filename
    4632367