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Layer-switching cost and optimality in information spreading on multiplex networks
We study a model of information spreading on multiplex networks, in which agents interact through multiple interaction channels (layers), say online vs. offline communication layers, subject to layer-switching cost for transmissions across different interaction layers. The model is characterized by...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4757841/ https://www.ncbi.nlm.nih.gov/pubmed/26887527 http://dx.doi.org/10.1038/srep21392 |
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author | Min, Byungjoon Gwak, Sang-Hwan Lee, Nanoom Goh, K. -I. |
author_facet | Min, Byungjoon Gwak, Sang-Hwan Lee, Nanoom Goh, K. -I. |
author_sort | Min, Byungjoon |
collection | PubMed |
description | We study a model of information spreading on multiplex networks, in which agents interact through multiple interaction channels (layers), say online vs. offline communication layers, subject to layer-switching cost for transmissions across different interaction layers. The model is characterized by the layer-wise path-dependent transmissibility over a contact, that is dynamically determined dependently on both incoming and outgoing transmission layers. We formulate an analytical framework to deal with such path-dependent transmissibility and demonstrate the nontrivial interplay between the multiplexity and spreading dynamics, including optimality. It is shown that the epidemic threshold and prevalence respond to the layer-switching cost non-monotonically and that the optimal conditions can change in abrupt non-analytic ways, depending also on the densities of network layers and the type of seed infections. Our results elucidate the essential role of multiplexity that its explicit consideration should be crucial for realistic modeling and prediction of spreading phenomena on multiplex social networks in an era of ever-diversifying social interaction layers. |
format | Online Article Text |
id | pubmed-4757841 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-47578412016-02-25 Layer-switching cost and optimality in information spreading on multiplex networks Min, Byungjoon Gwak, Sang-Hwan Lee, Nanoom Goh, K. -I. Sci Rep Article We study a model of information spreading on multiplex networks, in which agents interact through multiple interaction channels (layers), say online vs. offline communication layers, subject to layer-switching cost for transmissions across different interaction layers. The model is characterized by the layer-wise path-dependent transmissibility over a contact, that is dynamically determined dependently on both incoming and outgoing transmission layers. We formulate an analytical framework to deal with such path-dependent transmissibility and demonstrate the nontrivial interplay between the multiplexity and spreading dynamics, including optimality. It is shown that the epidemic threshold and prevalence respond to the layer-switching cost non-monotonically and that the optimal conditions can change in abrupt non-analytic ways, depending also on the densities of network layers and the type of seed infections. Our results elucidate the essential role of multiplexity that its explicit consideration should be crucial for realistic modeling and prediction of spreading phenomena on multiplex social networks in an era of ever-diversifying social interaction layers. Nature Publishing Group 2016-02-18 /pmc/articles/PMC4757841/ /pubmed/26887527 http://dx.doi.org/10.1038/srep21392 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 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 to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Min, Byungjoon Gwak, Sang-Hwan Lee, Nanoom Goh, K. -I. Layer-switching cost and optimality in information spreading on multiplex networks |
title | Layer-switching cost and optimality in information spreading on multiplex networks |
title_full | Layer-switching cost and optimality in information spreading on multiplex networks |
title_fullStr | Layer-switching cost and optimality in information spreading on multiplex networks |
title_full_unstemmed | Layer-switching cost and optimality in information spreading on multiplex networks |
title_short | Layer-switching cost and optimality in information spreading on multiplex networks |
title_sort | layer-switching cost and optimality in information spreading on multiplex networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4757841/ https://www.ncbi.nlm.nih.gov/pubmed/26887527 http://dx.doi.org/10.1038/srep21392 |
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