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Applying clique-decomposition for computing Gromov hyperbolicity

Authors :
David Coudert
Guillaume Ducoffe
Nathann Cohen
Aurélien Lancin
Graphes, Algorithmes et Combinatoire (LRI) (GALaC - LRI)
Laboratoire de Recherche en Informatique (LRI)
Université Paris-Sud - Paris 11 (UP11)-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS)-Université Paris-Sud - Paris 11 (UP11)-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS)
Combinatorics, Optimization and Algorithms for Telecommunications (COATI)
Inria Sophia Antipolis - Méditerranée (CRISAM)
Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-COMmunications, Réseaux, systèmes Embarqués et Distribués (Laboratoire I3S - COMRED)
Laboratoire d'Informatique, Signaux, et Systèmes de Sophia Antipolis (I3S)
Université Nice Sophia Antipolis (... - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)-Université Nice Sophia Antipolis (... - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)-Laboratoire d'Informatique, Signaux, et Systèmes de Sophia Antipolis (I3S)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)
Laboratoire de Mathématiques Informatique et Applications (LAMIA)
Université des Antilles (UA)
ANR-13-BS02-0007,Stint,Structures Interdites(2013)
ANR-11-LABX-0031,UCN@SOPHIA,Réseau orienté utilisateur(2011)
Université Nice Sophia Antipolis (1965 - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)-Université Côte d'Azur (UCA)-Université Nice Sophia Antipolis (1965 - 2019) (UNS)
Laboratoire de Mathématiques Informatique et Applications [UR1_1] (LAMIA)
Source :
Theoretical Computer Science, Theoretical Computer Science, Elsevier, 2017, 690, pp.114-139. ⟨10.1016/j.tcs.2017.06.001⟩, Theoretical Computer Science, 2017, 690, pp.114-139. ⟨10.1016/j.tcs.2017.06.001⟩
Publication Year :
2017
Publisher :
Elsevier BV, 2017.

Abstract

International audience; Given a graph, its hyperbolicity is a measure of how close its distance distribution is to the one of a tree. This parameter has gained recent attention in the analysis of some graph algorithms and the classification of complex networks. We study on practical improvements for the computation of hyperbolicity in large graphs. Precisely, we investigate on relations between the hyperbolicity of a graph G and the hyperbolicity of its atoms, that are the subgraphs output by the clique-decomposition invented by Tarjan [51, 65]. We prove that the maximum hyperbolicity taken over the atoms is at most one unit off from the hyperbol-icity of G and the bound is sharp. We also give an algorithm to slightly modify the atoms, called the " substitution method " , which is at no extra cost than computing the clique-decomposition, and so that the maximum hyperbolicity taken over the resulting graphs is exactly the hyperbolicity of the input graph G. An experimental evaluation of our method for computing the hyperbolicity of a given graph from its atoms is provided for collaboration networks and biological networks. Finally, on a more theoretical side, we deduce from our results the first linear-time algorithm for computing the hyperbolicity of an outerplanar graph.

Details

ISSN :
03043975 and 18792294
Volume :
690
Database :
OpenAIRE
Journal :
Theoretical Computer Science
Accession number :
edsair.doi.dedup.....0f61cdbb5edbc9b7dbaa792bc4bb23ad
Full Text :
https://doi.org/10.1016/j.tcs.2017.06.001