A fuzzy risk-assessment method using a TOPSIS approach based on interval-valued fuzzy numbers

H. Lai, Ting-Yu Chen
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引用次数: 16

Abstract

Because of the importance of reducing risks in a high-tech corporation, decision makers need a useful method to help them find the alternative with the lowest risk from a given set. In particular, in an uncertain and complex situation, making a choice becomes more difficult for decision makers. In this article, we analyzed the risks of a particular decision in linguistic terms and based on interval-valued fuzzy numbers (IVFNs). We also extended a similarity measure in the technique for order preference based on similarity to the ideal solution (TOPSIS) approach by measuring the similarity of each alternative to positive and negative ideal IVFNs. Rather than calculating the distance between the alternatives and the positive/negative ideal solution in the TOPSIS method, we used the similarity measure between IVFNs to replace distance in this approach. Even with the same distance between IVFNs, the measure may have different shapes or directions, which may lead to nonintuitive results. In the proposed method, we used a fixed ideal solution that could simplify the calculations of a similarity measure between IVFNs. We also applied the similarity measure between IVFNs to the decision-making process to increase the ability of the process to account for risks in a variable, complex, and uncertain environment.
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基于区间模糊数的TOPSIS模糊风险评价方法
由于在高科技公司中降低风险的重要性,决策者需要一种有用的方法来帮助他们从给定的集合中找到风险最低的替代方案。特别是在不确定和复杂的情况下,决策者做出选择变得更加困难。在本文中,我们基于区间值模糊数(IVFNs)分析了语言术语中特定决策的风险。我们还扩展了基于与理想解决方案相似性(TOPSIS)方法的顺序偏好技术的相似性度量,通过测量正负理想ivfn的每个备选方案的相似性。与TOPSIS方法中计算备选方案与正/负理想解之间的距离不同,我们使用ivfn之间的相似性度量来代替该方法中的距离。即使ivfn之间的距离相同,测量也可能有不同的形状或方向,这可能导致不直观的结果。在提出的方法中,我们使用了一个固定的理想溶液,可以简化IVFNs之间相似性度量的计算。我们还将ivfn之间的相似性测量应用于决策过程,以提高决策过程在可变、复杂和不确定环境中考虑风险的能力。
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