Robust multiclass queuing theory for wait time estimation in resource allocation systems

Chaithanya Bandi, Nikolaos Trichakis, Phebe Vayanos

Research output: Contribution to journalArticlepeer-review

3 Scopus citations

Abstract

In this paper, we study systems that allocate different types of scarce resources to heterogeneous allocatees based on predetermined priority rules-the U.S. deceaseddonor kidney allocation system or the public housing program. We tackle the problem of estimating the wait time of an allocatee who possesses incomplete system information with regard, for example, to his relative priority, other allocatees' preferences, and resource availability. We model such systems as multiclass, multiserver queuing systems that are potentially unstable or in transient regime. We propose a novel robust optimization solution methodology that builds on the assignment problem. For first-come, firstserved systems, our approach yields a mixed-integer programming formulation. For the important case where there is a hierarchy in the resource types, we strengthen our formulation through a drastic variable reduction and also propose a highly scalable heuristic, involving only the solution of a convex optimization problem (usually a second-order cone problem).We back the heuristic with an approximation guarantee that becomes tighter for larger problem sizes. We illustrate the generalizability of our approach by studying systems that operate under different priority rules, such as class priority. Numerical studies demonstrate that our approach outperforms simulation. We showcase how our methodology can be applied to assist patients in the U.S. deceased-donor kidney waitlist. We calibrate our model using historical data to estimate patients' wait times based on their kidney quality preferences, blood type, location, and rank in the waitlist.

Original languageEnglish (US)
Pages (from-to)152-187
Number of pages36
JournalManagement Science
Volume65
Issue number1
DOIs
StatePublished - Jan 2019

Keywords

  • Healthcare
  • Queuing theory
  • Resource allocation
  • Robust optimization

ASJC Scopus subject areas

  • Strategy and Management
  • Management Science and Operations Research

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