We consider a well known model of random directed acyclic graphs of order $n$, obtained by recursively adding vertices, where each new vertex has a fixed outdegree $d\ge2$ and the endpoints of the $d$ edges from it are chosen uniformly at random among previously existing vertices. Our main results concern the number $X$ of vertices that are descendants of $n$. We show that $X/\sqrt n$ converges in distribution; the limit distribution is, up to a constant factor, given by the $d$th root of a Gamma distributed variable. $\Gamma(d/(d-1))$. When $d=2$, the limit distribution can also be described as a chi distribution $\chi(4)$. We also show convergence of moments, and find thus the asymptotics of the mean and higher moments.
翻译:我们考虑一种经典的阶数为$n$的随机有向无环图模型,该模型通过递归添加顶点构建,其中每个新顶点的固定出度为$d\ge2$,且该顶点发出的$d$条边的端点均匀随机地选自已有顶点。主要结果为关于顶点$n$的后代数量$X$的渐近性质。我们证明$X/\sqrt n$依分布收敛;其极限分布(除常数因子外)可表示为Gamma分布变量的$d$次根$\Gamma(d/(d-1))$。当$d=2$时,该极限分布也可描述为卡方分布$\chi(4)$。此外,我们证明了矩收敛性,并由此得出均值及高阶矩的渐近表达式。