Title :
Properties of the First Type of Covering-Based Rough Sets
Author :
Zhu, William ; Wang, Fei-Yue
Author_Institution :
Inst. of Autom., Chinese Acad. of Sci., Beijing
Abstract :
Rough set theory has been proposed by Pawlak as a tool for dealing with the vagueness and granularity in information systems. The core concepts of classical rough sets are lower and upper approximations based on equivalence relations, or partitions. This paper studies covering-based generalized rough sets. In this setting, a covering can also generate a lower approximation operation and an upper approximation operation, but some of common properties of classical lower and upper approximation operations are no longer satisfied. We investigate conditions for a covering under which these properties hold for the covering-based lower and upper approximation operations
Keywords :
approximation theory; rough set theory; covering rough sets; equivalence relations; lower approximation operation; rough set theory; upper approximation operation; Automation; Biochemistry; Data mining; Environmental economics; Fuzzy set theory; Information systems; Medical diagnosis; Process control; Rough sets; Set theory;
Conference_Titel :
Data Mining Workshops, 2006. ICDM Workshops 2006. Sixth IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
0-7695-2702-7
DOI :
10.1109/ICDMW.2006.136