The age-dependent random connection model

被引:17
|
作者
Gracar, Peter [1 ]
Grauer, Arne [1 ]
Luechtrath, Lukas [1 ]
Moerters, Peter [1 ]
机构
[1] Univ Cologne, Dept Math Informat, D-50931 Cologne, Germany
关键词
Scale-free networks; Benjamini-Schramm limit; Random connection model; Preferential attachment; Geometric random graphs; Spatially embedded graphs; Clustering coefficient; Power-law degree distribution; Edge lengths; PREFERENTIAL ATTACHMENT MODEL; NETWORKS; LAWS;
D O I
10.1007/s11134-019-09625-y
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
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.
引用
收藏
页码:309 / 331
页数:23
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