Mathematical models for stable matching problems with ties and incomplete lists

Delorme, M., García, S., Gondzio, J., Kalcsics, J., Pettersson, W. and Manlove, D. (2018) Mathematical models for stable matching problems with ties and incomplete lists. [Data Collection]

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We present new integer linear programming (ILP) models for NP-hard optimisation problems in instances of the Stable Marriage problem with Ties and Incomplete lists (SMTI) and its many-to-one generalisation, the Hospitals / Residents problem with Ties (HRT). These models can be used to efficiently solve these optimisation problems when applied to (i) instances derived from real-world applications, and (ii) larger instances that are randomly-generated. In the case of SMTI, we consider instances arising from the pairing of children with adoptive families, where preferences are obtained from a quality measure of each possible pairing of child to family. In this case we seek a maximum weight stable matching. We present new new theory and algorithms for preprocessing instances of SMTI with ties on both sides, as well as new ILP models. Algorithms based on existing state-of-the-art models only solve 6 of our 22 real-world instances within an hour per instance, and our new models solve all 22 instances within a mean runtime of 60 seconds. For HRT, we consider instances derived from the problem of assigning junior doctors to foundation posts in Scottish hospitals. Here we seek a maximum size stable matching. We show how to extend our models for SMTI to the HRT case. For the real instances, we reduce the mean runtime from an average of 144~seconds when using state-of-the-art methods, to 3 seconds when using our new ILP-based algorithms. We also show that our models outperform considerably state-of-the-art models on larger randomly-generated instances of SMTI and HRT.

College / School: College of Science and Engineering > School of Computing Science
Date Deposited: 06 Sep 2018 14:18
Funder's Name: Engineering and Physical Sciences Research Council (EPSRC)
URI: http://researchdata.gla.ac.uk/id/eprint/664

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Delorme, M., García, S., Gondzio, J., Kalcsics, J., Pettersson, W. and Manlove, D. (2018); Mathematical models for stable matching problems with ties and incomplete lists

University of Glasgow

DOI: 10.5525/gla.researchdata.664

Retrieved: 2019-08-18