Random Graphs Associated to Some Discrete and Continuous Time Preferential Attachment Models

被引:14
|
作者
Pachon, Angelica [1 ]
Polito, Federico [1 ]
Sacerdote, Laura [1 ]
机构
[1] Univ Turin, Math Dept G Peano, Turin, Italy
关键词
Preferential attachment; Random graph growth; Discrete and continuous time models; Stochastic processes; ORDER STATISTIC PROPERTY; POINT-PROCESSES; NETWORKS;
D O I
10.1007/s10955-016-1462-7
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We give a common description of Simon, Barabasi-Albert, II-PA and Price growth models, by introducing suitable random graph processes with preferential attachment mechanisms. Through the II-PA model, we prove the conditions for which the asymptotic degree distribution of the Barabasi-Albert model coincides with the asymptotic in-degree distribution of the Simon model. Furthermore, we show that when the number of vertices in the Simon model (with parameter ) goes to infinity, a portion of them behave as a Yule model with parameters , and through this relation we explain why asymptotic properties of a random vertex in Simon model, coincide with the asymptotic properties of a random genus in Yule model. As a by-product of our analysis, we prove the explicit expression of the in-degree distribution for the II-PA model, given without proof in Newman (Contemp Phys 46:323-351, 2005). References to traditional and recent applications of the these models are also discussed.
引用
收藏
页码:1608 / 1638
页数:31
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