• DocumentCode
    567506
  • Title

    On the validity of Dempster-Shafer Theory

  • Author

    Dezert, Jean ; Wang, Pei ; Tchamova, Albena

  • Author_Institution
    French Aerosp. Lab., ONERA, Palaiseau, France
  • fYear
    2012
  • fDate
    9-12 July 2012
  • Firstpage
    655
  • Lastpage
    660
  • Abstract
    We challenge the validity of Dempster-Shafer Theory by using an emblematic example to show that DS rule produces counter-intuitive result. Further analysis reveals that the result comes from a understanding of evidence pooling which goes against the common expectation of this process. Although DS theory has attracted some interest of the scientific community working in information fusion and artificial intelligence, its validity to solve practical problems is problematic, because it is not applicable to evidences combination in general, but only to a certain type situations which still need to be clearly identified.
  • Keywords
    belief maintenance; inference mechanisms; DS rule; Dempster-Shafer theory; artificial intelligence; belief functions theory; evidence pooling; evidence theory; information fusion; scientific community; Bayesian methods; Cognition; Context; Electronic mail; Medical diagnostic imaging; Medical services; Semantics; DST; Dempster-Shafer Theory; Mathematical Theory of Evidence; belief functions;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion (FUSION), 2012 15th International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4673-0417-7
  • Electronic_ISBN
    978-0-9824438-4-2
  • Type

    conf

  • Filename
    6289865