TY - JOUR
T1 - Strong IP formulations need large coefficients
AU - Hojny, Christopher
PY - 2021/2
Y1 - 2021/2
N2 - 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.
AB - 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.
KW - Bounded coefficients
KW - IP formulation
KW - Integer programming
KW - Strong cutting planes
UR - http://www.scopus.com/inward/record.url?scp=85100394184&partnerID=8YFLogxK
U2 - 10.1016/j.disopt.2021.100624
DO - 10.1016/j.disopt.2021.100624
M3 - Article
SN - 1572-5286
VL - 39
JO - Discrete Optimization
JF - Discrete Optimization
M1 - 100624
ER -