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On the Giant Component of Geometric Inhomogeneous Random Graphs

Bläsius, Thomas ORCID iD icon 1; Friedrich, Tobias; Katzmann, Maximilian 1; Ruff, Janosch; Zeif, Ziena; Gørtz, Inge Li [Hrsg.]; Farach-Colton, Martin [Hrsg.]; Puglisi, Simon J. [Hrsg.]; Herman, Grzegorz [Hrsg.]
1 Institut für Theoretische Informatik (ITI), Karlsruher Institut für Technologie (KIT)

Abstract:

In this paper we study the threshold model of geometric inhomogeneous random graphs (GIRGs); a generative random graph model that is closely related to hyperbolic random graphs (HRGs). These models have been observed to capture complex real-world networks well with respect to the structural and algorithmic properties. Following comprehensive studies regarding their connectivity, i.e., which parts of the graphs are connected, we have a good understanding under which circumstances a giant component (containing a constant fraction of the graph) emerges.
While previous results are rather technical and challenging to work with, the goal of this paper is to provide more accessible proofs. At the same time we significantly improve the previously known probabilistic guarantees, showing that GIRGs contain a giant component with probability 1 - exp(-Ω(n$^{(3-τ)/2}$)) for graph size n and a degree distribution with power-law exponent τ ∈ (2, 3). Based on that we additionally derive insights about the connectivity of certain induced subgraphs of GIRGs.


Verlagsausgabe §
DOI: 10.5445/IR/1000163565
Veröffentlicht am 30.10.2023
Originalveröffentlichung
DOI: 10.4230/lipics.esa.2023.20
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Theoretische Informatik (ITI)
Publikationstyp Proceedingsbeitrag
Publikationsjahr 2023
Sprache Englisch
Identifikator ISBN: 978-3-9597729-5-2
ISSN: 1868-8969
KITopen-ID: 1000163565
Erschienen in 31st Annual European Symposium on Algorithms (ESA 2023). Hrsg.: I., Li Gortz; M., Farach-Colton; S.J., Puglisi; G., Herman
Veranstaltung 31st 31st Annual European Symposium on Algorithms (Part of ALGO 2023) (ESA 2023), Amsterdam, Niederlande, 04.09.2023 – 08.09.2023
Verlag Schloss Dagstuhl - Leibniz-Zentrum für Informatik (LZI)
Seiten 1-13
Serie Leibniz International Proceedings in Informatics (LIPIcs) ; 274
Schlagwörter geometric inhomogeneous random graphs, connectivity, giant component
Nachgewiesen in Scopus
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