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Control Centrality and Hierarchical Structure in Complex Networks

We introduce the concept of control centrality to quantify the ability of a single node to control a directed weighted network. We calculate the distribution of control centrality for several real networks and find that it is mainly determined by the network’s degree distribution. We show that in a...

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Detalles Bibliográficos
Autores principales: Liu, Yang-Yu, Slotine, Jean-Jacques, Barabási, Albert-László
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3459977/
https://www.ncbi.nlm.nih.gov/pubmed/23028542
http://dx.doi.org/10.1371/journal.pone.0044459
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author Liu, Yang-Yu
Slotine, Jean-Jacques
Barabási, Albert-László
author_facet Liu, Yang-Yu
Slotine, Jean-Jacques
Barabási, Albert-László
author_sort Liu, Yang-Yu
collection PubMed
description We introduce the concept of control centrality to quantify the ability of a single node to control a directed weighted network. We calculate the distribution of control centrality for several real networks and find that it is mainly determined by the network’s degree distribution. We show that in a directed network without loops the control centrality of a node is uniquely determined by its layer index or topological position in the underlying hierarchical structure of the network. Inspired by the deep relation between control centrality and hierarchical structure in a general directed network, we design an efficient attack strategy against the controllability of malicious networks.
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spelling pubmed-34599772012-10-01 Control Centrality and Hierarchical Structure in Complex Networks Liu, Yang-Yu Slotine, Jean-Jacques Barabási, Albert-László PLoS One Research Article We introduce the concept of control centrality to quantify the ability of a single node to control a directed weighted network. We calculate the distribution of control centrality for several real networks and find that it is mainly determined by the network’s degree distribution. We show that in a directed network without loops the control centrality of a node is uniquely determined by its layer index or topological position in the underlying hierarchical structure of the network. Inspired by the deep relation between control centrality and hierarchical structure in a general directed network, we design an efficient attack strategy against the controllability of malicious networks. Public Library of Science 2012-09-27 /pmc/articles/PMC3459977/ /pubmed/23028542 http://dx.doi.org/10.1371/journal.pone.0044459 Text en © 2012 Liu et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Liu, Yang-Yu
Slotine, Jean-Jacques
Barabási, Albert-László
Control Centrality and Hierarchical Structure in Complex Networks
title Control Centrality and Hierarchical Structure in Complex Networks
title_full Control Centrality and Hierarchical Structure in Complex Networks
title_fullStr Control Centrality and Hierarchical Structure in Complex Networks
title_full_unstemmed Control Centrality and Hierarchical Structure in Complex Networks
title_short Control Centrality and Hierarchical Structure in Complex Networks
title_sort control centrality and hierarchical structure in complex networks
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3459977/
https://www.ncbi.nlm.nih.gov/pubmed/23028542
http://dx.doi.org/10.1371/journal.pone.0044459
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