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Non-local network dynamics via fractional graph Laplacians

Articolo
Data di Pubblicazione:
2020
Abstract:
We introduce non-local dynamics on directed networks through the construction of a fractional version of a non-symmetric 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.
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
network dynamics; non-local dynamics; superdiffusion; matrix functions; power law decay
Elenco autori:
Durastante, Fabio
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/389331
Pubblicato in:
JOURNAL OF COMPLEX NETWORKS (PRINT)
Journal
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