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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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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