On (GO, O)-fuzzy rough sets derived from overlap and grouping functions

粗集 数学 操作员(生物学) 模糊逻辑 模糊集 模糊集运算 模糊数 模糊分类 去模糊化 2型模糊集与系统 基于优势度的粗糙集方法 算法 数据挖掘 计算机科学 人工智能 生物化学 化学 抑制因子 转录因子 基因
作者
Nana Han,Junsheng Qiao
出处
期刊:Journal of Intelligent and Fuzzy Systems [IOS Press]
卷期号:43 (3): 3173-3187 被引量:8
标识
DOI:10.3233/jifs-213261
摘要

Rough sets, as a powerful tool to deal with uncertainties and inaccuracies in data analysis, have been continuously concerned and studied by many scholars since it was put forward, especially the research on various rough set models. On the other hand, overlap and grouping functions, as two newly aggregation operators and mathematical model to handle the problems involving in information fusion, have been successfully applied in many real-life problems. In this paper, based on overlap and grouping functions, we propose a new fuzzy rough set model named (GO, O)-fuzzy rough sets and consider its characterizations along with topological properties. Properly speaking, firstly, we utilize QL-operators (and also QL-implications) constructed from overlap and grouping functions and fuzzy negations to define the lower approximation operator in (GO, O)-fuzzy rough set model named GO-lower fuzzy rough approximation operator and the upper approximation operator in (GO, O)-fuzzy rough set model is considered as the O-upper fuzzy rough approximation operator in (IO, O)-fuzzy rough set model proposed by Qiao recently. Secondly, we discuss lots of basic properties of (GO, O)-fuzzy rough sets, especially for the properties of GO-lower fuzzy rough approximation operator. Thirdly, we focus on the relationship between (GO, O)-fuzzy rough sets and concrete fuzzy relations. Finally, we give the topological properties of the upper and lower approximation operators in (GO, O)-fuzzy rough set model.

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