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Compact representation of distances in a graph: a tour around 2-hop labelings

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Authors : Viennot, Laurent (Author of the conference)
CIRM (Publisher )

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Abstract : A 2-hop labeling (a.k.a. hub labeling) consists in assigning to each node of a graph asmall subset of nodes called hubs so that any pair of nodes have a common hub lying on a shortest path joining them. Such labelings appeared to provide a very efficient representation of distances in practical road network where surprisingly small hub sets can be computed. A graph parameter called skeleton dimension allows to explain this behaviour. Connecting any two nodes through a common hub can be seen as a 2-hop shortest path in a super-graph of the original graph. A natural extension is to consider more hops and is related to the notion of hopsets introduced in parallel computation of shortest paths. Surprisingly, a 3-hopconstruction leads to a data-structure for representing distances which is asymptotically both smaller and faster than 2-hop labeling in graphs of bounded skeleton dimension. Another natural question is to ask whether 2-hop labelings can be efficient more generally in sparsegraphs. Unfortunately, this is not the case as there exists bounded degree graphs that require quasi-linear average hub set size. The construction of such difficult graphs is related to the construction of dense graphs with n nodes that can be decomposed into n induced matchings as introduced by Ruzsa and Szemerédi in the seventies.
Joint work with Siddharth Gupta, Adrian Kosowski and Przemyslaw Uznanski.

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Additional resources :
https://www.cirm-math.fr/RepOrga/2402/Slides/slides-Viennot.pdf

    Information on the Video

    Film maker : Hennenfent, Guillaume
    Language : English
    Available date : 07/01/2022
    Conference Date : 09/12/2021
    Subseries : Research talks
    arXiv category : Data Structures and Algorithms
    Mathematical Area(s) : Computer Science
    Format : MP4 (.mp4) - HD
    Video Time : 00:54:25
    Targeted Audience : Researchers ; Graduate Students ; Doctoral Students, Post-Doctoral Students
    Download : https://videos.cirm-math.fr/2021-12-09_Viennot.mp4

Information on the Event

Event Title : Metric Graph Theory and Related Topics / Théorie métrique des graphes et interactions
Event Organizers : Bazgan, Cristina ; Chalopin, Jérémie ; Dragan, Feodor ; Naves, Guyslain ; Vaxès, Yann
Dates : 06/12/2021 - 10/12/2021
Event Year : 2021
Event URL : https://conferences.cirm-math.fr/2402.html

Citation Data

DOI : 10.24350/CIRM.V.19861603
Cite this video as: Viennot, Laurent (2021). Compact representation of distances in a graph: a tour around 2-hop labelings. CIRM. Audiovisual resource. doi:10.24350/CIRM.V.19861603
URI : http://dx.doi.org/10.24350/CIRM.V.19861603

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