Assortativity and Bidegree Distributions on Bernoulli Random Graph Superpositions

被引:1
|
作者
Bloznelis, Mindaugas [1 ]
Karjalainen, Joona [2 ]
Leskela, Lasse [2 ]
机构
[1] Vilnius Univ, Inst Informat, Naugarduko 24, LT-03225 Vilnius, Lithuania
[2] Aalto Univ, Dept Math & Syst Anal, Sch Sci, Otakaari 1, Espoo 02015, Finland
关键词
Joint degree distribution; Bidegree distribution; Degree-degree distribution; Empirical degree distribution; Degree correlation; Transitivity; Statistical network model; Erdos-Renyi graph; Random intersection graph; RANDOM INTERSECTION GRAPHS; DEGREE-DEGREE DEPENDENCIES; EPIDEMICS; COMPONENT;
D O I
10.1007/978-3-030-48478-1_5
中图分类号
学科分类号
摘要
A probabilistic generative network model with n nodes and m overlapping layers is obtained as a superposition of m mutually independent Bernoulli random graphs of varying size and strength. When n and m are large and of the same order of magnitude, the model admits a sparse limiting regime with a tunable power-law degree distribution and nonvanishing clustering coefficient. This article presents an asymptotic formula for the joint degree distribution of adjacent nodes. This yields a simple analytical formula for the model assortativity, and opens up ways to analyze rank correlation coefficients suitable for random graphs with heavy-tailed degree distributions.
引用
收藏
页码:68 / 81
页数:14
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