Three-way granular computing, rough sets, and formal concept analysis

被引:253
|
作者
Yao, Yiyu [1 ]
机构
[1] Univ Regina, Dept Comp Sci, Regina, SK S4S 0A2, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Three-way decision; Rough set; Formal concept analysis; Granular computing; DECISION-MAKING; ATTRIBUTE REDUCTION; CONFLICT-ANALYSIS; MODEL; UNCERTAINTY; MATROIDS;
D O I
10.1016/j.ijar.2019.11.002
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 granular computing is a paradigm of thinking and information processing in three granules. We introduce a framework of three-way granular computing based on a hexagon induced by a trisection of a set. This enables us to unify rough-set concept analysis and formal concept analysis. For an object granule (i.e., a subset of a universal set of objects), we construct three attribute granules. Conversely, for an attribute granule (i.e., a subset of a universal set of attributes), we construct three object granules. Rough-set concept analysis uses one kind of trisections to study four types of disjunctive formal concepts and the associated concept lattices. Formal concept analysis uses another kind of trisections to study four types of conjunctive formal concepts and the associated concept lattices. The eight concept lattices can be grouped into two classes such that four lattices in each class are isomorphic.(C) 2019 Elsevier Inc. All rights reserved.
引用
收藏
页码:106 / 125
页数:20
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