• DocumentCode
    1256063
  • Title

    Calculating attribute values using inheritance structures in fuzzy object-oriented data models

  • Author

    Pasi, Gabriella ; Yager, Ronald R.

  • Author_Institution
    Ist. per le Tecnologie Inf. Multimediali, Milano, Italy
  • Volume
    29
  • Issue
    4
  • fYear
    1999
  • fDate
    11/1/1999 12:00:00 AM
  • Firstpage
    556
  • Lastpage
    565
  • Abstract
    The problem of dealing with incomplete information in object-oriented data models (OODMs) is addressed. A method to compute default values for unknown objects´ attributes is proposed, based both on the association of typical values with the attributes in the intensional definition of a class and on the application of a prioritized aggregation operator to combine typical values appearing in an inheritance structure. This method can also be applied to refine vague attribute values expressed by means of fuzzy sets interpreted as possibility distributions. A new interpretation of partial inheritance in this context is proposed, introducing the concept of “partial overriding” of typical values
  • Keywords
    data models; database theory; fuzzy set theory; inheritance; object-oriented databases; possibility theory; uncertainty handling; attribute value calculation; default values; fuzzy object-oriented data models; fuzzy sets; incomplete information; inheritance structures; intensional definition; null values; partial inheritance; partial overriding; possibility distributions; prioritized aggregation operator; typical values; unknown objects; vague attribute value refinement; Data models; Databases; Fuzzy set theory; Fuzzy sets; Knowledge based systems; Null value; Object oriented modeling; Object oriented programming; Possibility theory; Uncertainty;
  • fLanguage
    English
  • Journal_Title
    Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1094-6977
  • Type

    jour

  • DOI
    10.1109/5326.798769
  • Filename
    798769