IS Atlas
msom·2023년 10월 27일·주제 밖

A Branch-and-Price Algorithm Enhanced by Decision Diagrams for the Kidney Exchange Problem

Lizeth Carolina Riascos-Álvarez, Merve Bodur, Dionne M. Aleman

Manufacturing & Service Operations Management

5
피인용
1.5
FWCI
0
IS/마케팅/OM 탑저널 피인용
47
IS/마케팅/OM 탑저널 참고문헌
01Abstract

Problem definition: Kidney paired donation programs allow patients registered with an incompatible donor to receive a suitable kidney from another donor, as long as the latter’s co-registered patient, if any, also receives a kidney from a different donor. The kidney exchange problem (KEP) aims to find an optimal collection of kidney exchanges taking the form of cycles and chains. Methodology/results: We develop the first decomposition method that is able to consider long cycles and long chains for projected large realistic instances. Particularly, we propose a branch-and-price framework in which the pricing problems are solved (for the first time in packing problems in a digraph) through multivalued decision diagrams. We present a new upper bound on the optimal value of the KEP, obtained via our master problem. Computational experiments show superior performance of our method over the state of the art by optimally solving almost all instances in the PrefLib library for multiple cycle and chain lengths. Managerial implications: Our algorithm also allows the prioritization of the solution composition, for example, chains over cycles or vice versa, and we conclude, similar to previous findings, that chains benefit the overall matching efficiency and highly sensitized patients. Funding: This work was supported by NSERC Discovery Grant (RGPIN-2021-02609). Supplemental Material: The e-companion is available at https://doi.org/10.1287/msom.2022.0192 .

02연구 흐름

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03비슷한 논문

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04이후 연구

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05선행 연구

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06서지 정보