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Preservation of Supermodularity in Parametric Optimization: Necessary and Sufficient Conditions on Constraint Structures

Author

Listed:
  • Xin Chen

    (Department of Industrial and Enterprise Systems Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801)

  • Daniel Zhuoyu Long

    (Department of Systems Engineering & Engineering Management, The Chinese University of Hong Kong, Shatin, Hong Kong, China)

  • Jin Qi

    (Department of Industrial Engineering and Decision Analytics, Hong Kong University of Science and Technology, Clear Water Bay, Hong Kong, China)

Abstract

This paper presents a systematic study of the preservation of supermodularity under parametric optimization, allowing us to derive complementarity among parameters and monotonic structural properties for optimal policies in many operational models. We introduce the new concepts of mostly sublattice and additive mostly sublattice, which generalize the commonly imposed sublattice condition significantly, and use them to establish the necessary and sufficient conditions for the feasible set so that supermodularity can be preserved under various assumptions about the objective functions. Furthermore, we identify some classes of polyhedral sets that satisfy these concepts. Finally, we illustrate the use of our results in assemble-to-order systems.

Suggested Citation

  • Xin Chen & Daniel Zhuoyu Long & Jin Qi, 2021. "Preservation of Supermodularity in Parametric Optimization: Necessary and Sufficient Conditions on Constraint Structures," Operations Research, INFORMS, vol. 69(1), pages 1-12, January.
    • Handle: RePEc:inm:oropre:v:69:y:2021:i:1:p:1-12
    DOI: 10.1287/opre.2020.1992
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    References listed on IDEAS

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    Cited by:

    1. Xiaojuan Zhang & Qian Liu & Min Li & Yang Zhou, 2022. "Fast algorithms for supermodular and non-supermodular minimization via bi-criteria strategy," Journal of Combinatorial Optimization, Springer, vol. 44(5), pages 3549-3574, December.

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