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Attribute reductions in object-oriented concept lattices

delete2013-12-19
delete33
PRE
AI
Y
Yee Leung
W
Wen‐Xiu Zhang
DOI:10.1007/s13042-013-0214-0delete
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摘要

摘要

En 中文
Attribute reduction is one of the main issues in the study of concept lattice. This paper mainly deals with attribute reductions of an object-oriented concept lattice constructed on the basis of rough set. Attribute rank of object-oriented concept lattice is first defined, and relationships between attribute rank and object-oriented concepts are then discussed. Based on attribute rank, generating algorithm of object-oriented concepts is investigated. The object-oriented consistent set and object-oriented reduction of an object-oriented concept lattice are defined. Adjustment theorems of the object-oriented consistent set, and the necessary and sufficient conditions for a attribute subset to be an object-oriented consistent set of an object-oriented concept lattice are discussed. Then the object-oriented discernibility matrix of an object-oriented concept lattice is defined and its properties are also studied. Based on the object-oriented discernibility matrix, an approach to object-oriented reductions of an object-oriented concept lattice is proposed, and the attribute characteristics are also analyzed.
Keyword:
Attribute rank
Object-oriented concept lattice
Object-oriented consistent set
Object-oriented reduction
Object-oriented discernibility matrix
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期刊

International Journal of Machine Learning and Cybernetics 封面图
International Journal of Machine Learning and Cybernetics
IF:
2.7
论文数:
3.2K
被引数:
5.6K

机构

X
xi'an jiaotong university
学者数:
9.3W
论文数: 6.7W
被引数: 75
C
Chinese University of Hong Kong
学者数:
3.4W
论文数: 3.2W
被引数: 5.6W
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