A structural approach to kernels for ILPs: treewidth and total unimodularity

B.M.P. Jansen, S. Kratsch

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

14 Citations (Scopus)

Abstract

Kernelization is a theoretical formalization of efficient preprocessing for NP-hard problems. Empirically, preprocessing is highly successful in practice, for example in state-of-the-art ILP-solvers like CPLEX. Motivated by this, previous work studied the existence of kernelizations for ILP related problems, e.g., for testing feasibility of Ax¿=¿b. In contrast to the observed success of CPLEX, however, the results were largely negative. Intuitively, practical instances have far more useful structure than the worst-case instances used to prove these lower bounds. In the present paper, we study the effect that subsystems that have (a Gaifman graph of) bounded treewidth or that are totally unimodular have on the kernelizability of the ILP feasibility problem. We show that, on the positive side, if these subsystems have a small number of variables on which they interact with the remaining instance, then we can efficiently replace them by smaller subsystems of size polynomial in the domain without changing feasibility. Thus, if large parts of an instance consist of such subsystems, then this yields a substantial size reduction. Complementing this we prove that relaxations to the considered structures, e.g., larger boundaries of the subsystems, allow worst-case lower bounds against kernelization. Thus, these relaxed structures give rise to instance families that cannot be efficiently reduced, by any approach.
Original languageEnglish
Title of host publicationAlgorithms - ESA 2015 : 23rd Annual European Symposium, Patras, Greece, September 14-16, 2015, Proceedings
EditorsN. Bansal, I. Finocchi
Place of PublicationDordrecht
PublisherSpringer
Pages779-791
ISBN (Electronic)978-3-662-48350-3
ISBN (Print)978-3-662-48349-7
DOIs
Publication statusPublished - 2015

Publication series

NameLecture Notes in Computer Science
Volume9294
ISSN (Print)0302-9743

Fingerprint Dive into the research topics of 'A structural approach to kernels for ILPs: treewidth and total unimodularity'. Together they form a unique fingerprint.

  • Cite this

    Jansen, B. M. P., & Kratsch, S. (2015). A structural approach to kernels for ILPs: treewidth and total unimodularity. In N. Bansal, & I. Finocchi (Eds.), Algorithms - ESA 2015 : 23rd Annual European Symposium, Patras, Greece, September 14-16, 2015, Proceedings (pp. 779-791). (Lecture Notes in Computer Science; Vol. 9294). Dordrecht: Springer. https://doi.org/10.1007/978-3-662-48350-3_65