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
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