Pairwise comparisons meet optimal transport theory

IF 7 2区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Matteo Brunelli, Silvia Lorenzini
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引用次数: 0

Abstract

In this paper, we reinterpret pairwise comparison theory through the lens of optimal transport. The main contribution is the connection established between pairwise comparison matrices, doubly stochastic scaling, and entropy-regularized transport problems. Using Sinkhorn scaling, we show how consistency, priority derivation, and inconsistency assessment can be studied within a common optimal-transport framework. As methodological consequences of this connection, we obtain a new characterization of consistency, a Sinkhorn-based prioritization method, and an entropy-based inconsistency index. We study these proposals both analytically and numerically, and compare them with established methods from the literature.
两两比较符合最优运输理论
在本文中,我们通过最优运输的镜头重新解释两两比较理论。主要贡献是建立了两两比较矩阵、双随机缩放和熵正则化传输问题之间的联系。使用Sinkhorn缩放,我们展示了如何在一个通用的最优传输框架内研究一致性、优先级推导和不一致性评估。作为这种联系的方法学结果,我们获得了一致性的新表征,基于sinkhorn的优先排序方法和基于熵的不一致性指数。我们对这些建议进行了分析和数值研究,并将它们与文献中已有的方法进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
European Journal of Operational Research
European Journal of Operational Research 管理科学-运筹学与管理科学
CiteScore
11.90
自引率
9.40%
发文量
786
审稿时长
8.2 months
期刊介绍: The European Journal of Operational Research (EJOR) publishes high quality, original papers that contribute to the methodology of operational research (OR) and to the practice of decision making.
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