Matrix-based reduction approach for one-sided fuzzy three-way concept lattices

被引:7
作者
Zhang, Chengling [1 ]
Li, Jinjin [1 ]
Lin, Yidong [2 ]
机构
[1] Minnan Normal Univ, Sch Math & Stat, Zhangzhou 363000, Peoples R China
[2] Xiamen Univ, Sch Math Sci, Xiamen, Peoples R China
基金
中国国家自然科学基金;
关键词
Formal fuzzy contexts; granular reduction; one-sided fuzzy concept lattices; three-way decision; APPROXIMATE CONCEPT CONSTRUCTION; ATTRIBUTE REDUCTION; RULE ACQUISITION; DECISIONS; SETS;
D O I
10.3233/JIFS-202573
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Three-way concept analysis is a mathematical model of the combination of formal concept analysis and three-way decision, and knowledge discovery plays a significant impact on formal fuzzy contexts since such datasets are frequently encountered in real life. In this paper, a novel type of one-sided fuzzy three-way concept lattices is presented in a given formal fuzzy context with its complement, in which a ternary classification is available. In such case, we comprehensively explore the connections between the proposed models and classical fuzzy concept lattices among elements, sets, and orders. Furthermore, approaches to granular matrix-based reductions are investigated, by which granular consistent sets, and granular reducts via discernibility Boolean matrices are tectonically put forward. At last, the demonstrated results are performed by several experiments which enrich the research of three-way concept analysis.
引用
收藏
页码:11393 / 11410
页数:18
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