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Designing efficient hybrid strategies for information spreading in scale-free networks

Designing a spreading strategy is one of the critical issues strongly affecting spreading efficiency in complex networks. In this paper, to improve the efficiency of information spreading in scale-free networks, we propose four hybrid strategies by combining two basic strategies, i.e. (i) the LS (in...

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Detalles Bibliográficos
Autores principales: Wang, Shuangyan, Cheng, Wuyi, Hao, Yang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society Publishing 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6124100/
https://www.ncbi.nlm.nih.gov/pubmed/30225005
http://dx.doi.org/10.1098/rsos.180117
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author Wang, Shuangyan
Cheng, Wuyi
Hao, Yang
author_facet Wang, Shuangyan
Cheng, Wuyi
Hao, Yang
author_sort Wang, Shuangyan
collection PubMed
description Designing a spreading strategy is one of the critical issues strongly affecting spreading efficiency in complex networks. In this paper, to improve the efficiency of information spreading in scale-free networks, we propose four hybrid strategies by combining two basic strategies, i.e. (i) the LS (in which information is preferentially spread from the large-degree vertices to the small-degree ones), and (ii) the SL (in which information is preferentially spread from the small-degree vertices to the large-degree ones). The objective in combining the two basic LS and SL strategies is to fully exploit the advantages of both strategies. To evaluate the spreading efficiency of the proposed four hybrid strategies, we first propose an information spreading model. Then, we introduce the details of the proposed hybrid strategies that are formulated by combining LS and SL. Third, we build a set of scale-free network structures by differently configuring the relevant parameters. In addition, finally, we conduct various Monte Carlo experiments to examine the spreading efficiency of the proposed hybrid strategies in different scale-free network structures. Experimental results indicate that the proposed hybrid strategies are effective and efficient for spreading information in scale-free networks.
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spelling pubmed-61241002018-09-17 Designing efficient hybrid strategies for information spreading in scale-free networks Wang, Shuangyan Cheng, Wuyi Hao, Yang R Soc Open Sci Computer Science Designing a spreading strategy is one of the critical issues strongly affecting spreading efficiency in complex networks. In this paper, to improve the efficiency of information spreading in scale-free networks, we propose four hybrid strategies by combining two basic strategies, i.e. (i) the LS (in which information is preferentially spread from the large-degree vertices to the small-degree ones), and (ii) the SL (in which information is preferentially spread from the small-degree vertices to the large-degree ones). The objective in combining the two basic LS and SL strategies is to fully exploit the advantages of both strategies. To evaluate the spreading efficiency of the proposed four hybrid strategies, we first propose an information spreading model. Then, we introduce the details of the proposed hybrid strategies that are formulated by combining LS and SL. Third, we build a set of scale-free network structures by differently configuring the relevant parameters. In addition, finally, we conduct various Monte Carlo experiments to examine the spreading efficiency of the proposed hybrid strategies in different scale-free network structures. Experimental results indicate that the proposed hybrid strategies are effective and efficient for spreading information in scale-free networks. The Royal Society Publishing 2018-08-01 /pmc/articles/PMC6124100/ /pubmed/30225005 http://dx.doi.org/10.1098/rsos.180117 Text en © 2018 The Authors. http://creativecommons.org/licenses/by/4.0/ Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited.
spellingShingle Computer Science
Wang, Shuangyan
Cheng, Wuyi
Hao, Yang
Designing efficient hybrid strategies for information spreading in scale-free networks
title Designing efficient hybrid strategies for information spreading in scale-free networks
title_full Designing efficient hybrid strategies for information spreading in scale-free networks
title_fullStr Designing efficient hybrid strategies for information spreading in scale-free networks
title_full_unstemmed Designing efficient hybrid strategies for information spreading in scale-free networks
title_short Designing efficient hybrid strategies for information spreading in scale-free networks
title_sort designing efficient hybrid strategies for information spreading in scale-free networks
topic Computer Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6124100/
https://www.ncbi.nlm.nih.gov/pubmed/30225005
http://dx.doi.org/10.1098/rsos.180117
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