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Nonlocal network dynamics via fractional graph Laplacians

Authors :
Benzi, Michele
Bertaccini, Daniele
Durastante, Fabio
Simunec, Igor
Source :
Journal of Complex Networks, Volume 8, Issue 3, June 2020, cnaa017
Publication Year :
2019

Abstract

We introduce nonlocal dynamics on directed networks through the construction of a fractional version of a nonsymmetric Laplacian for weighted directed graphs. Furthermore, we provide an analytic treatment of fractional dynamics for both directed and undirected graphs, showing the possibility of exploring the network employing random walks with jumps of arbitrary length. We also provide some examples of the applicability of the proposed dynamics, including consensus over multi-agent systems described by directed networks.

Details

Database :
arXiv
Journal :
Journal of Complex Networks, Volume 8, Issue 3, June 2020, cnaa017
Publication Type :
Report
Accession number :
edsarx.1912.07288
Document Type :
Working Paper
Full Text :
https://doi.org/10.1093/comnet/cnaa017