Operational research approaches and mathematical models for kidney exchange: A literature survey and empirical evaluation

IF 6 2区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Mathijs Barkel, Rachael Colley, Maxence Delorme, David Manlove, William Pettersson
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引用次数: 0

Abstract

Kidney exchange is a transplant modality that has provided new opportunities for living kidney donation in many countries around the world since 1991. It has been extensively studied from an Operational Research (OR) perspective since 2004. This article provides a comprehensive literature survey on OR approaches to fundamental computational problems associated with kidney exchange over the last two decades. We also summarise the key integer linear programming (ILP) models for kidney exchange, showing how to model optimisation problems involving only cycles and chains separately. This allows new combined ILP models, not previously presented, to be obtained by amalgamating cycle and chain models. We present a comprehensive empirical evaluation involving all combined models from this paper in addition to bespoke software packages from the literature involving advanced techniques. This focuses primarily on computation times for 49 methods applied to 4320 problem instances of varying sizes that reflect the characteristics of real kidney exchange datasets, corresponding to over 200,000 algorithm executions. We have made our implementations of all cycle and chain models described in this paper, together with all instances used for the experiments, and a web application to visualise our experimental results, publicly available.
肾脏交换的运筹学方法与数学模型:文献综述与实证评价
肾脏交换是一种移植方式,自1991年以来在世界许多国家为活体肾脏捐献提供了新的机会。自2004年以来,从运筹学(OR)的角度对其进行了广泛的研究。这篇文章提供了一个全面的文献综述,在过去的二十年中,OR方法与肾脏交换相关的基本计算问题。我们还总结了肾脏交换的关键整数线性规划(ILP)模型,展示了如何分别建模仅涉及循环和链的优化问题。这允许通过合并循环和链模型获得以前没有提出的新的组合ILP模型。我们提出了一个全面的实证评估,包括本文中所有的组合模型,以及来自文献中涉及先进技术的定制软件包。这主要关注49种方法应用于4320个不同大小的问题实例的计算时间,这些问题反映了真实肾脏交换数据集的特征,对应于超过200,000个算法执行。我们已经实现了本文中描述的所有循环和链模型,以及用于实验的所有实例,以及一个用于可视化实验结果的web应用程序,这些都是公开的。
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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