在多准则决策中使用相对权重的影响:独立准则与重叠准则决策问题的比较研究

P. Sureeyatanapas, S. Pathumnakul
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引用次数: 4

摘要

多准则决策分析(MCDA)方法已广泛应用于现实生活中的决策。通常看到的假设是,每个标准根据其相对权重在决定结果方面发挥作用。然而,文献中暗示了相对权重不精确的迹象,这可能表明它们并不总是提供直观和令人满意的结论。此外,大多数MCDA方法是在不考虑标准之间存在重叠的情况下执行的,尽管决策理论报告了从中获得误导性结论的风险。由于缺乏实证研究来证明这些问题,本研究调查并支持相对权重不能准确反映决策标准的实际贡献的命题,特别是当标准之间存在重叠时。此外,在这种情况下,通过典型的加法和乘法聚合方法使用权重,可能会产生反直觉或不令人满意的结论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Impacts of using relative weights in multiple criteria decision making: a comparative study between independent- and overlapping-criteria decision problems
Multiple criteria decision analysis (MCDA) methods have been widely employed in real-life decisions. An assumption generally seen is that each criterion plays a role in determining the result according to its relative weight. However, signs of imprecision in relative weights have been implied in the literature, and this may indicate that they do not always provide intuitive and satisfactory conclusions. Most MCDA methods, furthermore, were performed regardless an existence of overlap among criteria although the decision theory reports the risk of obtaining a misleading conclusion from this. Due to the lack of empirical study to demonstrate such issues, this study investigates and supports the proposition that the relative weights do not precisely reflect actual contributions of decision criteria particularly when overlaps among criteria exist. Moreover, the use of the weights in such situation, through typical additive and multiplicative aggregation methods, is likely to generate a counter-intuitive or unsatisfactory conclusion.
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