Elicitation of Sugeno integrals : A version space learning perspective - Archive ouverte HAL Accéder directement au contenu
Communication Dans Un Congrès Année : 2009

Elicitation of Sugeno integrals : A version space learning perspective

Résumé

Sugeno integrals, as multiple criteria aggregation functionsthat take into account a form of synergy between criteria, are a an importantfamily of tools for modeling preferences, which are qualitative,defined on ordinal scales. This paper addresses the problem of the elicitationof Sugeno integrals from a set of data that associates a globalevaluation assessment to situations described by multiple criteria values.The way a family of Sugeno integrals that are compatible with datashould be updated at the arrival of a new piece of data is shown tobe analogous to the way a set of hypotheses evolve in the version spacelearning setting when new data are considered. In the fact, the elicitationof the family of Sugeno integrals is very similar to such an updating processin a graded extension of the version space setting, recently proposedin the framework of bipolar possibility theory.

Dates et versions

hal-01437752 , version 1 (17-01-2017)

Identifiants

Citer

Henri Prade, Agnès Rico, Mathieu Serrurier. Elicitation of Sugeno integrals : A version space learning perspective. Proc. 18th Int. Symp. on Methodologies for Intelligent Systems, ISMIS'09, Sep 2009, Prague, Czech Republic, Czech Republic. pp.392-401, ⟨10.1007/978-3-642-04125-9_42⟩. ⟨hal-01437752⟩
170 Consultations
0 Téléchargements

Altmetric

Partager

Gmail Facebook X LinkedIn More