BRIAŃSKI, Marcin, Martin KOUTECKÝ, Daniel KRÁĽ, Kristýna PEKÁRKOVÁ and Felix SCHRÖDER. Characterization of Matrices with Bounded Graver Bases and Depth Parameters and Applications to Integer Programming. Online. In Proceedings of the 49th International Colloquium on Automata, Languages, and Programming (ICALP 2022). Dagstuhl, Germany: Schloss Dagstuhl – Leibniz-Zentrum für Informatik, 2022, p. "29:1"-"29:20", 20 pp. ISBN 978-3-95977-235-8. Available from: https://dx.doi.org/10.4230/LIPIcs.ICALP.2022.29.
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Basic information
Original name Characterization of Matrices with Bounded Graver Bases and Depth Parameters and Applications to Integer Programming
Authors BRIAŃSKI, Marcin (616 Poland), Martin KOUTECKÝ (203 Czech Republic), Daniel KRÁĽ (203 Czech Republic, guarantor, belonging to the institution), Kristýna PEKÁRKOVÁ (203 Czech Republic, belonging to the institution) and Felix SCHRÖDER (276 Germany).
Edition Dagstuhl, Germany, Proceedings of the 49th International Colloquium on Automata, Languages, and Programming (ICALP 2022), p. "29:1"-"29:20", 20 pp. 2022.
Publisher Schloss Dagstuhl – Leibniz-Zentrum für Informatik
Other information
Original language English
Type of outcome Proceedings paper
Field of Study 10201 Computer sciences, information science, bioinformatics
Country of publisher Germany
Confidentiality degree is not subject to a state or trade secret
Publication form electronic version available online
RIV identification code RIV/00216224:14330/22:00126328
Organization unit Faculty of Informatics
ISBN 978-3-95977-235-8
ISSN 1868-8969
Doi http://dx.doi.org/10.4230/LIPIcs.ICALP.2022.29
Keywords in English integer programming; width parameters; matroids; Graver basis; tree-depth; fixed parameter tractability
Tags core_A, firank_A
Tags International impact, Reviewed
Changed by Changed by: prof. RNDr. Daniel Kráľ, Ph.D., DSc., učo 44742. Changed: 13/1/2023 09:41.
Abstract
An intensive line of research on fixed parameter tractability of integer programming is focused on exploiting the relation between the sparsity of a constraint matrix A and the norm of the elements of its Graver basis. In particular, integer programming is fixed parameter tractable when parameterized by the primal tree-depth and the entry complexity of A, and when parameterized by the dual tree-depth and the entry complexity of A; both these parameterization imply that A is sparse, in particular, the number of its non-zero entries is linear in the number of columns or rows, respectively. We study preconditioners transforming a given matrix to an equivalent sparse matrix if it exists and provide structural results characterizing the existence of a sparse equivalent matrix in terms of the structural properties of the associated column matroid. In particular, our results imply that the 𝓁₁-norm of the Graver basis is bounded by a function of the maximum 𝓁₁-norm of a circuit of A. We use our results to design a parameterized algorithm that constructs a matrix equivalent to an input matrix A that has small primal/dual tree-depth and entry complexity if such an equivalent matrix exists. Our results yield parameterized algorithms for integer programming when parameterized by the 𝓁₁-norm of the Graver basis of the constraint matrix, when parameterized by the 𝓁₁-norm of the circuits of the constraint matrix, when parameterized by the smallest primal tree-depth and entry complexity of a matrix equivalent to the constraint matrix, and when parameterized by the smallest dual tree-depth and entry complexity of a matrix equivalent to the constraint matrix.
Links
MUNI/A/1145/2021, interní kód MUName: Rozsáhlé výpočetní systémy: modely, aplikace a verifikace XI. (Acronym: SV-FI MAV XI.)
Investor: Masaryk University
MUNI/A/1230/2021, interní kód MUName: Zapojení studentů Fakulty informatiky do mezinárodní vědecké komunity 22 (Acronym: SKOMU)
Investor: Masaryk University
MUNI/I/1677/2018, interní kód MUName: MUNI AWARD in Science and Humanitites 1 (Acronym: MASH 1)
Investor: Masaryk University, MASH - MUNI Award in Science and Humanities
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