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Effects of reciprocity on random walks in weighted networks

It has been recently reported that the reciprocity of real-life weighted networks is very pronounced, however its impact on dynamical processes is poorly understood. In this paper, we study random walks in a scale-free directed weighted network with a trap at the central hub node, where the weight o...

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Detalles Bibliográficos
Autores principales: Zhang, Zhongzhi, Li, Huan, Sheng, Yibin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5376983/
https://www.ncbi.nlm.nih.gov/pubmed/25500907
http://dx.doi.org/10.1038/srep07460
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author Zhang, Zhongzhi
Li, Huan
Sheng, Yibin
author_facet Zhang, Zhongzhi
Li, Huan
Sheng, Yibin
author_sort Zhang, Zhongzhi
collection PubMed
description It has been recently reported that the reciprocity of real-life weighted networks is very pronounced, however its impact on dynamical processes is poorly understood. In this paper, we study random walks in a scale-free directed weighted network with a trap at the central hub node, where the weight of each directed edge is dominated by a parameter controlling the extent of network reciprocity. We derive two expressions for the mean first passage time (MFPT) to the trap, by using two different techniques, the results of which agree well with each other. We also analytically determine all the eigenvalues as well as their multiplicities for the fundamental matrix of the dynamical process, and show that the largest eigenvalue has an identical dominant scaling as that of the MFPT.We find that the weight parameter has a substantial effect on the MFPT, which behaves as a power-law function of the system size with the power exponent dependent on the parameter, signaling the crucial role of reciprocity in random walks occurring in weighted networks.
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spelling pubmed-53769832017-04-05 Effects of reciprocity on random walks in weighted networks Zhang, Zhongzhi Li, Huan Sheng, Yibin Sci Rep Article It has been recently reported that the reciprocity of real-life weighted networks is very pronounced, however its impact on dynamical processes is poorly understood. In this paper, we study random walks in a scale-free directed weighted network with a trap at the central hub node, where the weight of each directed edge is dominated by a parameter controlling the extent of network reciprocity. We derive two expressions for the mean first passage time (MFPT) to the trap, by using two different techniques, the results of which agree well with each other. We also analytically determine all the eigenvalues as well as their multiplicities for the fundamental matrix of the dynamical process, and show that the largest eigenvalue has an identical dominant scaling as that of the MFPT.We find that the weight parameter has a substantial effect on the MFPT, which behaves as a power-law function of the system size with the power exponent dependent on the parameter, signaling the crucial role of reciprocity in random walks occurring in weighted networks. Nature Publishing Group 2014-12-12 /pmc/articles/PMC5376983/ /pubmed/25500907 http://dx.doi.org/10.1038/srep07460 Text en Copyright © 2014, Macmillan Publishers Limited. All rights reserved http://creativecommons.org/licenses/by-nc-nd/4.0/ This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder in order to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/4.0/
spellingShingle Article
Zhang, Zhongzhi
Li, Huan
Sheng, Yibin
Effects of reciprocity on random walks in weighted networks
title Effects of reciprocity on random walks in weighted networks
title_full Effects of reciprocity on random walks in weighted networks
title_fullStr Effects of reciprocity on random walks in weighted networks
title_full_unstemmed Effects of reciprocity on random walks in weighted networks
title_short Effects of reciprocity on random walks in weighted networks
title_sort effects of reciprocity on random walks in weighted networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5376983/
https://www.ncbi.nlm.nih.gov/pubmed/25500907
http://dx.doi.org/10.1038/srep07460
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