A multiple-valued logic approach for multigranulation rough set model

被引:48
作者
She, Yanhong [1 ,2 ]
He, Xiaoli [2 ]
Shi, Huixian [3 ]
Qian, Yuhua [1 ]
机构
[1] Shanxi Univ, Sch Comp & Informat Technol, Taiyuan 030006, Peoples R China
[2] Xian Shiyou Univ, Coll Sci, Xian 710065, Peoples R China
[3] Shaanxi Normal Univ, Coll Math & Informat Sci, Xian 710062, Peoples R China
关键词
Multigranulation rough set; Three-valued logic; Three-way decision; Five-valued logic; GRANULATION;
D O I
10.1016/j.ijar.2016.12.006
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Rough sets have often been studied under a three-valued logic framework. In this paper, we attempt to extend the previous study in two ways. Firstly, we extend the previous study from single-granulation to multigranulation. Secondly, we study multigranulation rough set theory from the viewpoint of three-way decision. More precisely, we embody the idea of three-way decision theory in the definition of multigranulation rough set theory. This leads to an axiomatic definition of decision-oriented aggregation operators on 3 = {0, 1/2, 1}, which are quite different from those conjunctions proposed so far. Moreover, considering that a multigranulation rough set also divides the universe into five disjoint subsets, we present a five-valued semantics for multigranulation rough set model, and a kind of non deterministic matrices is thus given. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:270 / 284
页数:15
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