TY - JOUR
T1 - Random Graphs Associated to Some Discrete and Continuous Time Preferential Attachment Models
AU - Pachon, Angelica
AU - Polito, Federico
AU - Sacerdote, Laura
PY - 2016/3/1
Y1 - 2016/3/1
N2 - We give a common description of Simon, Barabási–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 Barabási–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 (Formula presented.)) goes to infinity, a portion of them behave as a Yule model with parameters (Formula presented.) , 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.
AB - We give a common description of Simon, Barabási–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 Barabási–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 (Formula presented.)) goes to infinity, a portion of them behave as a Yule model with parameters (Formula presented.) , 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.
KW - Discrete and continuous time models
KW - Preferential attachment
KW - Random graph growth
KW - Stochastic processes
U2 - 10.1007/s10955-016-1462-7
DO - 10.1007/s10955-016-1462-7
M3 - Article
AN - SCOPUS:84959092859
SN - 0022-4715
VL - 162
SP - 1608
EP - 1638
JO - Journal of Statistical Physics
JF - Journal of Statistical Physics
IS - 6
ER -