• DocumentCode
    1165676
  • Title

    Fuzzy Sets Defined on a Hierarchical Domain

  • Author

    Thomopoulos, Rallou ; Buche, Patrice ; Haemmerlé, Ollivier

  • Author_Institution
    INRA, Montpellier
  • Volume
    18
  • Issue
    10
  • fYear
    2006
  • Firstpage
    1397
  • Lastpage
    1410
  • Abstract
    This paper presents a new type of fuzzy sets, called "hierarchical fuzzy sets", that apply when the considered domain of values is not "flat," but contains values that are more specific than others according to the "kind of" relation. We study the properties of such fuzzy sets, that can be defined in a short way on a part of the hierarchy, or exhaustively (by their "closure") on the whole hierarchy. We show that hierarchical fuzzy sets form equivalence classes in regard to their closures and that each class has a particular representative called "minimal fuzzy set". We propose a use of this minimal fuzzy set for query enlargement purposes and, thus, present a methodology for hierarchical fuzzy set generalization. We finally present an experimental evaluation of the theoretical results described in the paper, in a practical application
  • Keywords
    equivalence classes; fuzzy set theory; query processing; equivalence classes; hierarchical fuzzy sets; minimal fuzzy set; query enlargement; Bibliographies; Databases; Fuzzy sets; Lattices; Ontologies; Pattern matching; Possibility theory; Thesauri; Uncertainty; "fuzzy” and probabilistic reasoning; Fuzzy set; knowledge retrieval.; object hierarchies; relaxation; uncertainty;
  • fLanguage
    English
  • Journal_Title
    Knowledge and Data Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1041-4347
  • Type

    jour

  • DOI
    10.1109/TKDE.2006.161
  • Filename
    1683774