Strong IP formulations need large coefficients

Christopher Hojny (Corresponding author)

Research output: Contribution to journalArticleAcademicpeer-review

4 Citations (Scopus)

Abstract

The development of practically well-behaved integer programming formulations is an important aspect of solving linear optimization problems over a set X⊆{0,1} n. In practice, one is often interested in strong integer formulations with additional properties, e.g., bounded coefficients to avoid numerical instabilities. This article presents a lower bound on the size of coefficients in any strong integer formulation of X and demonstrates that certain integer sets X require (exponentially) large coefficients in any strong integer formulation. We also show that strong integer formulations of X⊆{0,1} n may require exponentially many inequalities while linearly many inequalities may suffice in weak formulations.

Original languageEnglish
Article number100624
Number of pages24
JournalDiscrete Optimization
Volume39
DOIs
Publication statusPublished - Feb 2021

Keywords

  • Bounded coefficients
  • IP formulation
  • Integer programming
  • Strong cutting planes

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