DEGREE ASYMPTOTICS WITH RATES FOR PREFERENTIAL ATTACHMENT RANDOM GRAPHS

被引:41
作者
Pekoez, Erol A. [1 ]
Roellin, Adrian [2 ]
Ross, Nathan [3 ]
机构
[1] Boston Univ, Sch Management, Boston, MA 02215 USA
[2] Natl Univ Singapore, Dept Stat & Appl Probabil, Singapore 117546, Singapore
[3] Univ Calif Berkeley, Dept Stat, Berkeley, CA 94720 USA
关键词
Random graphs; preferential attachment; Stein's method; urn models; THEOREMS;
D O I
10.1214/12-AAP868
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We provide optimal rates of convergence to the asymptotic distribution of the (properly scaled) degree of a fixed vertex in two preferential attachment random graph models. Our approach is to show that these distributions are unique fixed points of certain distributional transformations which allows us to obtain rates of convergence using a new variation of Stein's method. Despite the large literature on these models, there is surprisingly little known about the limiting distributions so we also provide some properties and new representations, including an explicit expression for the densities in terms of the confluent hypergeometric function of the second kind.
引用
收藏
页码:1188 / 1218
页数:31
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