Structural controllability of complex networks based on preferential matching.

Minimum driver node sets (MDSs) play an important role in studying the structural controllability of complex networks. Recent research has shown that MDSs tend to avoid high-degree nodes. However, this observation is based on the analysis of a small number of MDSs, because enumerating all of the MDS...

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Main Authors: Xizhe Zhang, Tianyang Lv, XueYing Yang, Bin Zhang
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2014-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4222963?pdf=render
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spelling doaj-b7dc97981c17430a8fa52a35cd7eab3e2020-11-25T01:20:49ZengPublic Library of Science (PLoS)PLoS ONE1932-62032014-01-01911e11203910.1371/journal.pone.0112039Structural controllability of complex networks based on preferential matching.Xizhe ZhangTianyang LvXueYing YangBin ZhangMinimum driver node sets (MDSs) play an important role in studying the structural controllability of complex networks. Recent research has shown that MDSs tend to avoid high-degree nodes. However, this observation is based on the analysis of a small number of MDSs, because enumerating all of the MDSs of a network is a #P problem. Therefore, past research has not been sufficient to arrive at a convincing conclusion. In this paper, first, we propose a preferential matching algorithm to find MDSs that have a specific degree property. Then, we show that the MDSs obtained by preferential matching can be composed of high- and medium-degree nodes. Moreover, the experimental results also show that the average degree of the MDSs of some networks tends to be greater than that of the overall network, even when the MDSs are obtained using previous research method. Further analysis shows that whether the driver nodes tend to be high-degree nodes or not is closely related to the edge direction of the network.http://europepmc.org/articles/PMC4222963?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Xizhe Zhang
Tianyang Lv
XueYing Yang
Bin Zhang
spellingShingle Xizhe Zhang
Tianyang Lv
XueYing Yang
Bin Zhang
Structural controllability of complex networks based on preferential matching.
PLoS ONE
author_facet Xizhe Zhang
Tianyang Lv
XueYing Yang
Bin Zhang
author_sort Xizhe Zhang
title Structural controllability of complex networks based on preferential matching.
title_short Structural controllability of complex networks based on preferential matching.
title_full Structural controllability of complex networks based on preferential matching.
title_fullStr Structural controllability of complex networks based on preferential matching.
title_full_unstemmed Structural controllability of complex networks based on preferential matching.
title_sort structural controllability of complex networks based on preferential matching.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2014-01-01
description Minimum driver node sets (MDSs) play an important role in studying the structural controllability of complex networks. Recent research has shown that MDSs tend to avoid high-degree nodes. However, this observation is based on the analysis of a small number of MDSs, because enumerating all of the MDSs of a network is a #P problem. Therefore, past research has not been sufficient to arrive at a convincing conclusion. In this paper, first, we propose a preferential matching algorithm to find MDSs that have a specific degree property. Then, we show that the MDSs obtained by preferential matching can be composed of high- and medium-degree nodes. Moreover, the experimental results also show that the average degree of the MDSs of some networks tends to be greater than that of the overall network, even when the MDSs are obtained using previous research method. Further analysis shows that whether the driver nodes tend to be high-degree nodes or not is closely related to the edge direction of the network.
url http://europepmc.org/articles/PMC4222963?pdf=render
work_keys_str_mv AT xizhezhang structuralcontrollabilityofcomplexnetworksbasedonpreferentialmatching
AT tianyanglv structuralcontrollabilityofcomplexnetworksbasedonpreferentialmatching
AT xueyingyang structuralcontrollabilityofcomplexnetworksbasedonpreferentialmatching
AT binzhang structuralcontrollabilityofcomplexnetworksbasedonpreferentialmatching
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