We give a common description of Simon, Barab'asi--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 Barab'asi--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 $alpha$) goes to infinity, a portion of them behave as a Yule model with parameters $(lambda,eta) = (1-alpha,1)$, 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 cite{Newman2005}. References to traditional and recent applications of the these models are also discussed.
Random Graphs Associated to some Discrete and Continuous Time Preferential Attachment Models
PACHON PINZON, Angelica Yohana;POLITO, Federico;SACERDOTE, Laura Lea
2016-01-01
Abstract
We give a common description of Simon, Barab'asi--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 Barab'asi--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 $alpha$) goes to infinity, a portion of them behave as a Yule model with parameters $(lambda,eta) = (1-alpha,1)$, 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 cite{Newman2005}. References to traditional and recent applications of the these models are also discussed.File | Dimensione | Formato | |
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