The age-dependent random connection model

We investigate a class of growing graphs embedded into the d -dimensional torus where new vertices arrive according to a Poisson process in time, are randomly placed in space and connect to existing vertices with a probability depending on time, their spatial distance and their relative birth times....

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Veröffentlicht in:Queueing systems 2019-12, Vol.93 (3-4), p.309-331
Hauptverfasser: Gracar, Peter, Grauer, Arne, Lüchtrath, Lukas, Mörters, Peter
Format: Artikel
Sprache:eng
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Zusammenfassung:We investigate a class of growing graphs embedded into the d -dimensional torus where new vertices arrive according to a Poisson process in time, are randomly placed in space and connect to existing vertices with a probability depending on time, their spatial distance and their relative birth times. This simple model for a scale-free network is called the age-based spatial preferential attachment network and is based on the idea of preferential attachment with spatially induced clustering. We show that the graphs converge weakly locally to a variant of the random connection model, which we call the age-dependent random connection model . This is a natural infinite graph on a Poisson point process where points are marked by a uniformly distributed age and connected with a probability depending on their spatial distance and both ages. We use the limiting structure to investigate asymptotic degree distribution, clustering coefficients and typical edge lengths in the age-based spatial preferential attachment network.
ISSN:0257-0130
1572-9443
DOI:10.1007/s11134-019-09625-y