摘要
受形式概念分析中因子分解的启发,借鉴属性约简的思想,从概念角度上思考,提出保持二元关系不变的概念约简.首先给出保持二元关系不变的概念约简的定义及概念协调集的判定定理.然后根据形式概念在保持二元关系不变的概念约简过程中所起的作用,将形式概念分为核心概念、相对必要概念、不必要概念.最后分别研究3类概念的特征,从二元关系和算子角度考虑,得到三类概念的相关结论.上述结果有助于进一步的算法研究与应用及更深入的理论分析工作.
Inspired by the ideas of factorization and attribute reduction, the concept reduction preserving binary relations is proposed. Firstly, the definition of concept reduction preserving binary relations is given and the judgment theorems of corresponding consistent sets and reduct are proposed. Secondly, according to the roles of formal concepts in the process of concept reduction preserving binary relations, formal concepts are classified into three types: core concepts, relative necessary concepts and unnecessary concepts. Finally, the characteristics of three types of concepts are discussed, and the related conclusions about three types of concepts are given from the perspective of binary relations and operators. The results in this paper provide a research basis for the further study in algorithm, application and deeper theoretical analysis.
作者
曹丽
魏玲
祁建军
CAO Li;WEI Ling;QI Jianjun(School of Mathematics, Northwest University, Xi'an 710127;School of Computer Science and Technology, Xidian University, Xi'an 710071)
出处
《模式识别与人工智能》
EI
CSCD
北大核心
2018年第6期516-524,共9页
Pattern Recognition and Artificial Intelligence
基金
国家自然科学基金项目(No.61772021
11371014)资助~~
关键词
形式背景
形式概念
概念约简
概念特征
Formal Context
Formal Concept
Concept Reduction
Concept Characteristic