Attribute reduction theory of concept lattice based on decision formal contexts

被引:0
作者
Ling Wei
JianJun Qi
WenXiu Zhang
机构
[1] Northwest University,Department of Mathematics
[2] Xidian University,School of Computer Science & Technology
[3] Xi’an Jiaotong University,Institute for Information and System Sciences, Faculty of Science
来源
Science in China Series F: Information Sciences | 2008年 / 51卷
关键词
concept lattice; decision formal context; attribute reduction; discernibility matrix; implication mapping;
D O I
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中图分类号
学科分类号
摘要
The theory of concept lattices is an efficient tool for knowledge representation and knowledge discovery, and is applied to many fields successfully. One focus of knowledge discovery is knowledge reduction. Based on the reduction theory of classical formal context, this paper proposes the definition of decision formal context and its reduction theory, which extends the reduction theory of concept lattices. In this paper, strong consistence and weak consistence of decision formal context are defined respectively. For strongly consistent decision formal context, the judgment theorems of consistent sets are examined, and approaches to reduction are given. For weakly consistent decision formal context, implication mapping is defined, and its reduction is studied. Finally, the relation between reducts of weakly consistent decision formal context and reducts of implication mapping is discussed.
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页码:910 / 923
页数:13
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