Emergence of overlap in ensembles of spatial multiplexes and statistical mechanics of spatial interacting network ensembles

Arda Halu, Satyam Mukherjee, and Ginestra Bianconi
Phys. Rev. E 89, 012806 – Published 14 January 2014

Abstract

Spatial networks range from the brain networks, to transportation networks and infrastructures. Recently interacting and multiplex networks are attracting great attention because their dynamics and robustness cannot be understood without treating at the same time several networks. Here we present maximal entropy ensembles of spatial multiplex and spatial interacting networks that can be used in order to model spatial multilayer network structures and to build null models of real data sets. We show that spatial multiplexes naturally develop a significant overlap of the links, a noticeable property of many multiplexes that can affect significantly the dynamics taking place on them. Additionally, we characterize ensembles of spatial interacting networks and we analyze the structure of interacting airport and railway networks in India, showing the effect of space in determining the link probability.

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  • Received 17 September 2013

DOI:https://doi.org/10.1103/PhysRevE.89.012806

©2014 American Physical Society

Authors & Affiliations

Arda Halu1, Satyam Mukherjee2, and Ginestra Bianconi3

  • 1Department of Physics, Northeastern University, Boston, Massachusetts 02115, USA
  • 2Kellogg School of Management, Northwestern University, Evanston, Illinois 60208, USA
  • 3School of Mathematical Sciences, Queen Mary University of London, London E1 4NS, United Kingdom

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Issue

Vol. 89, Iss. 1 — January 2014

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