Critical behavior of rumor propagation on random networks of cliques

We disclose a critical phenomenon induced by structural properties of the contact pattern in a stylized model of rumor propagation over a population of agents. The contact pattern is given by a random network of cliques, formed by fully interconnected groups of nodes of identical size with randomly...

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Main Authors: Lucas A. Sobehart, Damián H. Zanette
Format: Article
Language:English
Published: Papers in Physics 2024-12-01
Series:Papers in Physics
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Online Access:https://www.papersinphysics.org/papersinphysics/article/view/1013
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author Lucas A. Sobehart
Damián H. Zanette
author_facet Lucas A. Sobehart
Damián H. Zanette
author_sort Lucas A. Sobehart
collection DOAJ
description We disclose a critical phenomenon induced by structural properties of the contact pattern in a stylized model of rumor propagation over a population of agents. The contact pattern is given by a random network of cliques, formed by fully interconnected groups of nodes of identical size with randomly distributed connections between groups. As demonstrated numerically using finite-size scaling analysis, the process exhibits a critical transition between a regime where the rumor remains confined to a negligible part of the population and a regime where it attains a finite portion of the system. We determine the critical point and the critical exponent of the transition for different clique sizes. The phenomenon is analogous to that observed for the same kind of process in Watts-Strogatz small-world networks, and is likely due to the combination of large clustering and short mean geodesic distances that also characterizes random networks of cliques.
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spelling doaj-art-53491903208b471fa6021e17c3b108cd2024-12-10T18:22:07ZengPapers in PhysicsPapers in Physics1852-42492024-12-011610.4279/pip.160003Critical behavior of rumor propagation on random networks of cliquesLucas A. Sobehart0Damián H. Zanette1Centro At´ómico Bariloche and Instituto Balseiro, Comisi´ón Nacional de Energ´ía At´ómica and Universidad Nacional de Cuyo, Av. Ezequiel Bustillo 9500, 8400 San Carlos de Bariloche, ArgentinaCentro At´ómico Bariloche and Instituto Balseiro, Comisi´ón Nacional de Energ´ía At´ómica and Universidad Nacional de Cuyo, Av. Ezequiel Bustillo 9500, 8400 San Carlos de Bariloche, Argentina We disclose a critical phenomenon induced by structural properties of the contact pattern in a stylized model of rumor propagation over a population of agents. The contact pattern is given by a random network of cliques, formed by fully interconnected groups of nodes of identical size with randomly distributed connections between groups. As demonstrated numerically using finite-size scaling analysis, the process exhibits a critical transition between a regime where the rumor remains confined to a negligible part of the population and a regime where it attains a finite portion of the system. We determine the critical point and the critical exponent of the transition for different clique sizes. The phenomenon is analogous to that observed for the same kind of process in Watts-Strogatz small-world networks, and is likely due to the combination of large clustering and short mean geodesic distances that also characterizes random networks of cliques. https://www.papersinphysics.org/papersinphysics/article/view/1013contact processescritical phenomenafinite-size scalingrumor propagationrandom network of cliques
spellingShingle Lucas A. Sobehart
Damián H. Zanette
Critical behavior of rumor propagation on random networks of cliques
Papers in Physics
contact processes
critical phenomena
finite-size scaling
rumor propagation
random network of cliques
title Critical behavior of rumor propagation on random networks of cliques
title_full Critical behavior of rumor propagation on random networks of cliques
title_fullStr Critical behavior of rumor propagation on random networks of cliques
title_full_unstemmed Critical behavior of rumor propagation on random networks of cliques
title_short Critical behavior of rumor propagation on random networks of cliques
title_sort critical behavior of rumor propagation on random networks of cliques
topic contact processes
critical phenomena
finite-size scaling
rumor propagation
random network of cliques
url https://www.papersinphysics.org/papersinphysics/article/view/1013
work_keys_str_mv AT lucasasobehart criticalbehaviorofrumorpropagationonrandomnetworksofcliques
AT damianhzanette criticalbehaviorofrumorpropagationonrandomnetworksofcliques