RANDOM NETWORKS WITH SUBLINEAR PREFERENTIAL ATTACHMENT: THE GIANT COMPONENT

被引:34
|
作者
Dereich, Steffen [1 ]
Moerters, Peter [2 ]
机构
[1] Univ Munster, Inst Stat Math, D-48149 Munster, Germany
[2] Univ Bath, Dept Math Sci, Bath BA2 7AY, Avon, England
来源
ANNALS OF PROBABILITY | 2013年 / 41卷 / 01期
基金
英国工程与自然科学研究理事会;
关键词
Barabasi-Albert model; Erdos-Renyi model; power law; scale-free network; nonlinear preferential attachment; dynamic random graph; giant component; cluster; multitype branching random walk; PHASE-TRANSITION; RANDOM GRAPH; CONVERGENCE;
D O I
10.1214/11-AOP697
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 study a dynamical random network model in which at every construction step a new vertex is introduced and attached to every existing vertex independently with a probability proportional to a concave function f of its current degree. We give a criterion for the existence of a giant component, which is both necessary and sufficient, and which becomes explicit when f is linear. Otherwise it allows the derivation of explicit necessary and sufficient conditions, which are often fairly close. We give an explicit criterion to decide whether the giant component is robust under random removal of edges. We also determine asymptotically the size of the giant component and the empirical distribution of component sizes in terms of the survival probability and size distribution of a milltitype branching random walk associated with f.
引用
收藏
页码:329 / 384
页数:56
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