DocumentCode :
182894
Title :
Covering-based rough sets on covering-circuit matroids
Author :
Bin Yang ; Zhu, Wei
Author_Institution :
Lab. of Granular Comput., Minnan Normal Univ., Zhangzhou, China
fYear :
2014
fDate :
19-21 Aug. 2014
Firstpage :
49
Lastpage :
54
Abstract :
Rough set theory has been proposed by Pawlak as a useful and powerful tool for dealing with uncertainty, granularity, and incompleteness of knowledge in information systems. Matroid theory is a branch of combinatorial mathematics and widely used in optimization. Therefore, it is a good idea to integrate rough sets with matroids. In this paper, four types of covering approximation operators and their relationships are studied from the viewpoint of matroids. First, we define a new type of matroids named covering-circuit matroids whose all circuits form a covering. Second, for a covering-circuit matroid, we study the properties of the circuits of it from the perspective of coverings. Third, four types of covering approximation operators are represented by the circuits of the covering-circuit matroids. Moreover, we also investigate the relationships among four covering upper approximation operators. Finally, the conditions under which every type of covering upper approximation operator is the closure operator of the matroid are revealed. These results show many potential connections between covering-based rough sets and matroids.
Keywords :
approximation theory; combinatorial mathematics; mathematical operators; matrix algebra; rough set theory; closure operator; combinatorial mathematics; covering upper approximation operator; covering-based rough set theory; covering-circuit matroids; Approximation methods; Educational institutions; Electronic mail; Knowledge discovery; Rough sets; approximation operator; circuit; covering; covering-circuit matroid; matroid; rough set;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems and Knowledge Discovery (FSKD), 2014 11th International Conference on
Conference_Location :
Xiamen
Print_ISBN :
978-1-4799-5147-5
Type :
conf
DOI :
10.1109/FSKD.2014.6980805
Filename :
6980805
Link To Document :
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