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Attribute reduction theory of concept lattice based on decision formal contexts
Authors:Ling Wei  JianJun Qi  WenXiu Zhang
Affiliation:(1) Department of Mathematics, Northwest University, Xi’an, 710069, China;(2) School of Computer Science & Technology, Xidian University, Xi’an, 710071, China;(3) Institute for Information and System Sciences, Faculty of Science, Xi’an Jiaotong University, Xi’an, 710049, China
Abstract:
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.
Keywords:concept lattice   decision formal context   attribute reduction   discernibility matrix   implication mapping
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