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
fDate :
11/1/1999 12:00:00 AM
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;
Journal_Title :
Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
DOI :
10.1109/5326.798769