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Priority Attachment: a Comprehensive Mechanism for Generating Networks

We claim that networks are created according to the priority attachment mechanism. We introduce a simple model, which uses the priority attachment to generate both synthetic and close to empirical networks. Priority attachment is a mechanism, which generalizes previously proposed mechanisms, such as...

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Detalles Bibliográficos
Autores principales: Morzy, Mikołaj, Kajdanowicz, Tomasz, Kazienko, Przemysław, Miebs, Grzegorz, Rusin, Arkadiusz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6399255/
https://www.ncbi.nlm.nih.gov/pubmed/30833611
http://dx.doi.org/10.1038/s41598-019-40015-9
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author Morzy, Mikołaj
Kajdanowicz, Tomasz
Kazienko, Przemysław
Miebs, Grzegorz
Rusin, Arkadiusz
author_facet Morzy, Mikołaj
Kajdanowicz, Tomasz
Kazienko, Przemysław
Miebs, Grzegorz
Rusin, Arkadiusz
author_sort Morzy, Mikołaj
collection PubMed
description We claim that networks are created according to the priority attachment mechanism. We introduce a simple model, which uses the priority attachment to generate both synthetic and close to empirical networks. Priority attachment is a mechanism, which generalizes previously proposed mechanisms, such as small world creation or preferential attachment, but we also observe its presence in a range of real-world networks. In this paper, we show that by using priority attachment we can generate networks of very diverse topologies, as well as re-create empirical ones. An additional advantage of the priority attachment mechanism is an easy interpretation of the latent processes of network formation. We substantiate our claims by performing numerical experiments on both synthetic and empirical networks. The two main contributions of the paper are: the development of the priority attachment mechanism, and the design of Priority Rank: a simple network generative model based on the priority attachment mechanism.
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spelling pubmed-63992552019-03-07 Priority Attachment: a Comprehensive Mechanism for Generating Networks Morzy, Mikołaj Kajdanowicz, Tomasz Kazienko, Przemysław Miebs, Grzegorz Rusin, Arkadiusz Sci Rep Article We claim that networks are created according to the priority attachment mechanism. We introduce a simple model, which uses the priority attachment to generate both synthetic and close to empirical networks. Priority attachment is a mechanism, which generalizes previously proposed mechanisms, such as small world creation or preferential attachment, but we also observe its presence in a range of real-world networks. In this paper, we show that by using priority attachment we can generate networks of very diverse topologies, as well as re-create empirical ones. An additional advantage of the priority attachment mechanism is an easy interpretation of the latent processes of network formation. We substantiate our claims by performing numerical experiments on both synthetic and empirical networks. The two main contributions of the paper are: the development of the priority attachment mechanism, and the design of Priority Rank: a simple network generative model based on the priority attachment mechanism. Nature Publishing Group UK 2019-03-04 /pmc/articles/PMC6399255/ /pubmed/30833611 http://dx.doi.org/10.1038/s41598-019-40015-9 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Morzy, Mikołaj
Kajdanowicz, Tomasz
Kazienko, Przemysław
Miebs, Grzegorz
Rusin, Arkadiusz
Priority Attachment: a Comprehensive Mechanism for Generating Networks
title Priority Attachment: a Comprehensive Mechanism for Generating Networks
title_full Priority Attachment: a Comprehensive Mechanism for Generating Networks
title_fullStr Priority Attachment: a Comprehensive Mechanism for Generating Networks
title_full_unstemmed Priority Attachment: a Comprehensive Mechanism for Generating Networks
title_short Priority Attachment: a Comprehensive Mechanism for Generating Networks
title_sort priority attachment: a comprehensive mechanism for generating networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6399255/
https://www.ncbi.nlm.nih.gov/pubmed/30833611
http://dx.doi.org/10.1038/s41598-019-40015-9
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