alpha-junctions of categorical mass functions - Inria - Institut national de recherche en sciences et technologies du numérique
Communication Dans Un Congrès Année : 2014

alpha-junctions of categorical mass functions

John Klein
  • Fonction : Auteur
  • PersonId : 753846
  • IdHAL : john-klein
Mehena Loudahi
  • Fonction : Auteur
Jean-Marc Vannobel
Olivier Colot

Résumé

The set of alpha-junctions is the set of linear associative and commutative combination operators for belief functions. Consequently, the properties of $\alpha$-junctive rules make them particularly attractive on a theoretic point of view. However, they are rarely used in practice except for the alpha=1 case which corresponds to the widely used and well understood conjunctive and disjunctive rules. The lack of success of alpha-junctions when alpha<1 is mainly explained by two reasons. First, they require a greater computation load due to a more complex mathematical definition. Second, the mass function obtained after combination is hard to interpret and sometimes counter-intuitive. Pichon and Denoeux brought a significant contribution to circumvent both of these two limitations. In this article, it is intended to pursue these efforts toward a better understanding of alpha-junctions. To that end, this study is focused on the behavior of alpha-junctions when categorical mass functions are used as entries of an alpha-junctive combination rule. It is shown that there exists a conjunctive and a disjunctive canonical decomposition of the mass function obtained after combination.
Fichier principal
Vignette du fichier
art_icbf2014_final.pdf (175.82 Ko) Télécharger le fichier
Origine Fichiers produits par l'(les) auteur(s)

Dates et versions

hal-01012048 , version 1 (25-06-2014)
hal-01012048 , version 2 (26-06-2014)

Identifiants

  • HAL Id : hal-01012048 , version 1

Citer

John Klein, Mehena Loudahi, Jean-Marc Vannobel, Olivier Colot. alpha-junctions of categorical mass functions. third international conference on belief functions, Sep 2014, Oxford, United Kingdom. ⟨hal-01012048v1⟩
389 Consultations
234 Téléchargements

Partager

More