Diffusion dynamics on multiplex networks
Physics and Society
2013-01-09 v2 Statistical Mechanics
Social and Information Networks
Abstract
We study the time scales associated to diffusion processes that take place on multiplex networks, i.e. on a set of networks linked through interconnected layers. To this end, we propose the construction of a supra-Laplacian matrix, which consists of a dimensional lifting of the Laplacian matrix of each layer of the multiplex network. We use perturbative analysis to reveal analytically the structure of eigenvectors and eigenvalues of the complete network in terms of the spectral properties of the individual layers. The spectrum of the supra-Laplacian allows us to understand the physics of diffusion-like processes on top of multiplex networks.
Keywords
Cite
@article{arxiv.1207.2788,
title = {Diffusion dynamics on multiplex networks},
author = {Sergio Gomez and Albert Diaz-Guilera and Jesus Gomez-Gardeñes and Conrad J. Perez-Vicente and Yamir Moreno and Alex Arenas},
journal= {arXiv preprint arXiv:1207.2788},
year = {2013}
}
Comments
6 Pages including supplemental material. To appear in Physical Review Letters