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Computer Science > Social and Information Networks

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[Submitted on 10 Jul 2023]

Title:Encapsulation Structure and Dynamics in Hypergraphs

Authors:Timothy LaRock, Renaud Lambiotte
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Abstract:Hypergraphs have emerged as a powerful modeling framework to represent systems with multiway interactions, that is systems where interactions may involve an arbitrary number of agents. Here we explore the properties of real-world hypergraphs, focusing on the encapsulation of their hyperedges, which is the extent that smaller hyperedges are subsets of larger hyperedges. Building on the concept of line graphs, our measures quantify the relations existing between hyperedges of different sizes and, as a byproduct, the compatibility of the data with a simplicial complex representation -- whose encapsulation would be maximum. We then turn to the impact of the observed structural patterns on diffusive dynamics, focusing on a variant of threshold models, called encapsulation dynamics, and demonstrate that non-random patterns can accelerate the spreading in the system.
Subjects: Social and Information Networks (cs.SI); Dynamical Systems (math.DS); Physics and Society (physics.soc-ph)
Cite as: arXiv:2307.04613 [cs.SI]
  (or arXiv:2307.04613v1 [cs.SI] for this version)
  https://doi.org/10.48550/arXiv.2307.04613
arXiv-issued DOI via DataCite

Submission history

From: Timothy LaRock [view email]
[v1] Mon, 10 Jul 2023 14:55:55 UTC (593 KB)
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