Theoretical study on attribute reduction of rough set theory: Comparison of algebra and information views

被引:28
作者
Wang, GY [1 ]
Zhao, J [1 ]
An, JJ [1 ]
Wu, Y [1 ]
机构
[1] Chongqing Univ Posts & Telecommun, Inst Comp Sci & Technol, Chongqing 400065, Peoples R China
来源
PROCEEDINGS OF THE THIRD IEEE INTERNATIONAL CONFERENCE ON COGNITIVE INFORMATICS | 2004年
关键词
rough set theory; attribute reduction; attribute significance; attribute core; algebra view; information view;
D O I
10.1109/COGINF.2004.1327470
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Attribute reduction is an important issue of rough set theory and has already been separately studied in algebra view and information view. However, conceptions of attribute reduction based on the two views are not necessarily equivalent, they are the same only in consistent decision systems. In this paper, we theoretically study the quantitative relation between some basic notions of rough set theory like attribute reduction, attribute significance and attribute core defined in the two views. The results show that the relation between those corresponding conceptions in algebra view and information view is typically inclusion rather than equivalence, and its reason is that information view restricts attributes and systems more specifically than algebra view. The results are necessary and significant for the development and application of attribute reduction methods.
引用
收藏
页码:148 / 155
页数:8
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