• DocumentCode
    497531
  • Title

    Reliability and combination rule in the theory of belief functions

  • Author

    Martin, Arnaud

  • Author_Institution
    E3I2-EA3876, ENSIETA, Brest, France
  • fYear
    2009
  • fDate
    6-9 July 2009
  • Firstpage
    529
  • Lastpage
    536
  • Abstract
    This paper presents a point of view to address an application with the theory of belief functions from a global approach. Indeed, in a belief application, the definition of the basic belief assignments and the tasks of reduction of focal elements number, discounting, combination and decision, must be thought at the same time. Moreover these tasks can be seen as a general process of belief transfer. The second aspect of this paper involves the introduction of the reliability in the combination rule directly and not before. Indeed, in general, the discounting process is made with a discounting factor that is a reliability factor of the sources. Here we propose to include in the combination rule an estimation of the reliability based on a local conflict estimation.
  • Keywords
    belief maintenance; estimation theory; inference mechanisms; Dempster-Shafer theory; belief function theory; belief transfer; combination rule; discounting process; local conflict estimation; reliability factor; Reliability theory; Transfer functions; Belief function; Dempster-Shafer theory; combination rule; conflict; reliability;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Fusion, 2009. FUSION '09. 12th International Conference on
  • Conference_Location
    Seattle, WA
  • Print_ISBN
    978-0-9824-4380-4
  • Type

    conf

  • Filename
    5203622