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Higher order interactions destroy phase transitions in Deffuant opinion dynamics model

Hendrik Schawe, Laura Hernández

2022Communications Physics42 citationsDOIOpen Access PDF

Abstract

Abstract Most opinion dynamics models are based on pairwise interactions. However in many real situations, discussions take place within groups of people. Here, we define a higher order Deffuant model by generalizing the original pairwise interaction model for bounded-confidence opinion-dynamics to interactions involving a group of agents of size k . The generalized model is naturally encoded in a hypergraph. We study this dynamics in different hypergraph topologies, from random hypergraph ensembles, to spatially embedded hyper-lattices. We show that including higher order interactions induces a drastic change in the onset of consensus for random hypergraphs; instead of the sharp phase transition, characteristic of the dyadic Deffuant model, the system undergoes a smooth size independent crossover to consensus, as the confidence value increases. This phenomenon is absent from regular hypergraphs, which conserve a phase transition.

Topics & Concepts

Pairwise comparisonHypergraphCrossoverBounded functionOrder (exchange)Phase transitionMathematicsStatistical physicsRandom graphPhenomenonComputer scienceCombinatoricsPhysicsStatisticsArtificial intelligenceGraphMathematical analysisQuantum mechanicsFinanceEconomicsOpinion Dynamics and Social InfluenceComplex Network Analysis TechniquesSocial Media and Politics
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