Title :
Redundant object and dependency of domain attributes in α-coverings of the universe
Author :
Intan, Rolly ; Mukaidono, M.
Author_Institution :
Dept. of Comput. Sci., Meiji Univ., Kanagawa, Japan
fDate :
6/23/1905 12:00:00 AM
Abstract :
α-coverings of the universe induced by a conditional probability relation offers a generalization model of standard rough sets which are mainly defined by a partition induced by an equivalence relation. The paper improves the concept of α-coverings of the universe by some properties and applications related to knowledge discovery and data mining (KDD). A concept of α-redundancy of objects based on α-coverings of the universe is proposed in order to reduce the number of decision rules in the presence of a decision table. Moreover, an important concept of dependency of domain attributes corresponding to the concept of fuzzy functional dependency in the presence of a fuzzy relational database is also introduced
Keywords :
data mining; fuzzy set theory; probability; relational databases; rough set theory; α-coverings; α-redundancy; conditional probability relation; data mining; decision rules; decision table; domain attributes; fuzzy functional dependency; fuzzy relational database; generalization model; knowledge discovery; redundant object; standard rough sets; universe; Computer science; Concrete; Data mining; Electronic mail; Fuzzy systems; Pattern recognition; Relational databases; Rough sets; Set theory;
Conference_Titel :
Fuzzy Systems, 2001. The 10th IEEE International Conference on
Conference_Location :
Melbourne, Vic.
Print_ISBN :
0-7803-7293-X
DOI :
10.1109/FUZZ.2001.1008931