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Assortativity and Bidegree Distributions on Bernoulli Random Graph Superpositions

Authors :
Mindaugas Bloznelis
Joona Karjalainen
Lasse Leskelä
Source :
Lecture Notes in Computer Science ISBN: 9783030484774, WAW
Publication Year :
2020
Publisher :
Springer International Publishing, 2020.

Abstract

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.

Details

ISBN :
978-3-030-48477-4
ISBNs :
9783030484774
Database :
OpenAIRE
Journal :
Lecture Notes in Computer Science ISBN: 9783030484774, WAW
Accession number :
edsair.doi...........919fed6bb9b9b37e29247f49c39ea35e
Full Text :
https://doi.org/10.1007/978-3-030-48478-1_5