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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2014
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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. |
format | Online Article Text |
id | pubmed-5376983 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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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