DocumentCode :
575081
Title :
Free matroidal structure of covering-based rough sets
Author :
Yu, Chengyi ; Min, Fan ; Zhu, William
Author_Institution :
Lab. of Granular Comput., Zhangzhou Normal Univ., Zhangzhou, China
fYear :
2011
fDate :
Nov. 29 2011-Dec. 1 2011
Firstpage :
755
Lastpage :
758
Abstract :
Matroids were defined as abstract generation of graphs and matrices to try to capture abstractly essence of (in)dependence, it has wide application in electrical and computer science, mechanical engineering. Rough set theory is a new tool to deal with various types of data, covering-based rough set is a generalization of traditional rough set theory. This paper concerns the relationships between covering-based rough sets and matroid. Firstly, we establish the free matroidal structure of covering-based rough sets. Any subset of a universe can generate a free matroid, therefore any covering of a universe can be characterized by a family of free matroids. On the other hand, a family of free matroids can be used to generate a covering. Secondly, reducible element is to remove the redundant element in covering-based rough sets, reducible matroid is to remove redundant matroid in a family of matroids. We mainly research the relationship between reducible element and the reducible matroid in the family of free matroids induced by covering. Actually they are equivalent, the reducible element of a covering is always consistent with the reducible matroid induced by the covering. These results enrich covering-based rough set theory and matroid theory.
Keywords :
matrix algebra; rough set theory; abstract graph generation; abstract matrix generation; computer science; covering-based rough sets; free matroidal structure; matroid theory; mechanical engineering; reducible matroid; rough set theory; Approximation methods; Educational institutions; Machine learning; Rough sets; Free matroid; Matroids; Reducible element; Reducible matroid; Rough sets;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Sciences and Convergence Information Technology (ICCIT), 2011 6th International Conference on
Conference_Location :
Seogwipo
Print_ISBN :
978-1-4577-0472-7
Type :
conf
Filename :
6316717
Link To Document :
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