Simulation Research on the Relationship between Selected Inconsistency Indices Used in AHP.

IF 2.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY
Entropy Pub Date : 2023-10-19 DOI:10.3390/e25101464
Tomasz Starczewski
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引用次数: 0

Abstract

The Analytic Hierarchy Process (AHP) is a widely used used multi-criteria decision-making method (MCDM). This method is based on pairwise comparison, which forms the so-called Pairwise Comparison Matrix (PCM). PCMs usually contain some errors, which can have an influence on the eventual results. In order to avoid incorrect values of priorities, the inconsistency index (ICI) has been introduced in the AHP by Saaty. However, the user of the AHP can encounter many definitions of ICIs, of which values are usually different. Nevertheless, a lot of these indices are based on a similar idea. The values of some pairs of these indices are characterized by high values of a correlation coefficient. In my work, I present some results of Monte Carlo simulation, which allow us to observe the dependencies in AHP. I select some pairs of ICIs and I evaluate values of the Pearson correlation coefficient for them. The results are compared with some scatter plots that show the type of dependencies between selected ICIs. The presented research shows some pairs of indices are closely correlated so that they can be used interchangeably.

Abstract Image

Abstract Image

Abstract Image

AHP中不一致性指标选择关系的仿真研究。
层次分析法(AHP)是一种应用广泛的多准则决策方法。这种方法基于成对比较,形成所谓的成对比较矩阵(PCM)。PCM通常包含一些错误,这些错误可能会对最终结果产生影响。为了避免优先级值不正确,Saaty在AHP中引入了不一致性指数(ICI)。然而,AHP的用户可能会遇到许多ICI的定义,这些定义的值通常是不同的。尽管如此,这些指数中的许多都是基于类似的想法。这些指数的一些对的值的特征在于相关系数的高值。在我的工作中,我给出了蒙特卡罗模拟的一些结果,这使我们能够观察AHP中的相关性。我选择了一些ICI对,并为它们评估Pearson相关系数的值。将结果与一些散点图进行比较,这些散点图显示了所选ICI之间的依赖性类型。所提出的研究表明,一些指数对是密切相关的,因此它们可以互换使用。
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来源期刊
Entropy
Entropy PHYSICS, MULTIDISCIPLINARY-
CiteScore
4.90
自引率
11.10%
发文量
1580
审稿时长
21.05 days
期刊介绍: Entropy (ISSN 1099-4300), an international and interdisciplinary journal of entropy and information studies, publishes reviews, regular research papers and short notes. Our aim is to encourage scientists to publish as much as possible their theoretical and experimental details. There is no restriction on the length of the papers. If there are computation and the experiment, the details must be provided so that the results can be reproduced.
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