A three-way decision approach with risk strategies in hesitant fuzzy decision information systems

计算机科学 模糊逻辑 人工智能 理性 机器学习 数据挖掘 最优决策 决策树 法学 政治学
作者
Jiajia Wang,Xueling Ma,Xu Zhang,Jianming Zhan
出处
期刊:Information Sciences [Elsevier BV]
卷期号:588: 293-314 被引量:12
标识
DOI:10.1016/j.ins.2021.12.079
摘要

As an efficient decision-making tool, three-way decisions have been extensively studied in diverse generalized fuzzy information systems. Among them, since hesitant fuzzy decision information systems can well depict the hesitancy of individuals, hesitant fuzzy three-way decisions serve as a significant research topic nowadays. However, the conditional probability still remains as a challenging issue in the above field. In order to reasonably evaluate the conditional probability of each object in hesitant fuzzy decision information systems without class labels, an (α,β)-probability dominance-similarity relation is put forward to calculate an (α,β)-probability dominance-similarity class. First, a relative loss function is proposed in hesitant fuzzy decision information systems. Then, a hesitant fuzzy three-way decision approach with three strategies is constructed via considering realistic decision-making features. At last, the rationality and validity of the proposed method are demonstrated by comparative and experimental analyses. The decision-making results with three strategies show that the presented hesitant fuzzy three-way decision approach with neutral strategies is more accurate than other counterparts.
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