A position and perspective analysis of hesitant fuzzy sets on information fusion in decision making. Towards high quality progress

A position and perspective analysis of hesitant fuzzy sets on information fusion in decision making. Towards high quality progress
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决策中信息融合的犹豫模糊集的位置和视角分析。

DOI:
10.1016/j.inffus.2015.11.004
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发表时间:
2016-05
期刊:
影响因子:
18.6
通讯作者:
F. Herrera
F. Herrera
中科院分区:
计算机科学1区
文献类型:
--
作者:
R.M. Rodríguez;B. Bedregal;H. Bustince;Y.C. Dong;B. Farhadinia;C. Kahraman;L. Martínez;V. Torra;Y.J. Xu;Z.S. Xu;F. Herrera

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处理真实的世界问题中的不确定性的必要性一直是一个长期的研究挑战,它产生了不同的方法论和理论。最近,犹豫模糊集(HFS)的概念已被引入到建模的不确定性,经常出现的时候,有必要建立一个元素的隶属度,有一些可能的值,使犹豫哪一个将是正确的。许多研究人员已经注意到这一概念,他们提出了不同的扩展,与其他类型的模糊集的关系,不同类型的运营商计算与这种类型的信息,信息融合和决策的应用等,然而,这些建议中的一些是值得怀疑的,因为他们是以前的作品的直接扩展或他们不使用HFSs的概念在一个合适的方式。因此,本立场文件研究了HFSs的必要性,并对当前的建议进行了讨论,包括建议应遵循的指导方针和HFSs的一些挑战。
The necessity of dealing with uncertainty in real world problems has been a long-term research challenge which has originated different methodologies and theories. Recently, the concept of Hesitant Fuzzy Sets (HFSs) has been introduced to model the uncertainty that often appears when it is necessary to establish the membership degree of an element and there are some possible values that make to hesitate about which one would be the right one. Many researchers have paid attention on this concept who have proposed diverse extensions, relationships with other types of fuzzy sets, different types of operators to compute with this type of information, applications on information fusion and decision-making, etc.Nevertheless, some of these proposals are questionable, because they are straightforward extensions of previous works or they do not use the concept of HFSs in a suitable way. Therefore, this position paper studies the necessity of HFSs and provides a discussion about current proposals including a guideline that the proposals should follow and some challenges of HFSs.
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