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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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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. |
format | Online Article Text |
id | pubmed-6399255 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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