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Topic selectivity and adaptivity promote spreading of short messages
Why is the Twitter, with its extremely length-limited messages so popular ? Our work shows that short messages focused on a single topic may have an inherent advantage in spreading through social networks, which may explain the popularity of a service featuring only short messages. We introduce a ne...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9485159/ https://www.ncbi.nlm.nih.gov/pubmed/36123362 http://dx.doi.org/10.1038/s41598-022-19719-y |
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author | Bojarski, Patryk A. Suchecki, Krzysztof Hołyst, Janusz A. |
author_facet | Bojarski, Patryk A. Suchecki, Krzysztof Hołyst, Janusz A. |
author_sort | Bojarski, Patryk A. |
collection | PubMed |
description | Why is the Twitter, with its extremely length-limited messages so popular ? Our work shows that short messages focused on a single topic may have an inherent advantage in spreading through social networks, which may explain the popularity of a service featuring only short messages. We introduce a new explanatory model for information propagation through social networks that includes selectivity of message consumption depending on their content, competition for user’s attention between messages and message content adaptivity through user-introduced changes. Our agent-based simulations indicate that the model displays inherent power-law distribution of number of shares for different messages and that the popular messages are very short. The adaptivity of messages increases the popularity of already popular messages, provided the users are neither too selective nor too accommodating. The distribution of message variants popularity also follows a power-law found in real information cascades. The observed behavior is robust against model parameter changes and differences of network topology. |
format | Online Article Text |
id | pubmed-9485159 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-94851592022-09-21 Topic selectivity and adaptivity promote spreading of short messages Bojarski, Patryk A. Suchecki, Krzysztof Hołyst, Janusz A. Sci Rep Article Why is the Twitter, with its extremely length-limited messages so popular ? Our work shows that short messages focused on a single topic may have an inherent advantage in spreading through social networks, which may explain the popularity of a service featuring only short messages. We introduce a new explanatory model for information propagation through social networks that includes selectivity of message consumption depending on their content, competition for user’s attention between messages and message content adaptivity through user-introduced changes. Our agent-based simulations indicate that the model displays inherent power-law distribution of number of shares for different messages and that the popular messages are very short. The adaptivity of messages increases the popularity of already popular messages, provided the users are neither too selective nor too accommodating. The distribution of message variants popularity also follows a power-law found in real information cascades. The observed behavior is robust against model parameter changes and differences of network topology. Nature Publishing Group UK 2022-09-19 /pmc/articles/PMC9485159/ /pubmed/36123362 http://dx.doi.org/10.1038/s41598-022-19719-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Bojarski, Patryk A. Suchecki, Krzysztof Hołyst, Janusz A. Topic selectivity and adaptivity promote spreading of short messages |
title | Topic selectivity and adaptivity promote spreading of short messages |
title_full | Topic selectivity and adaptivity promote spreading of short messages |
title_fullStr | Topic selectivity and adaptivity promote spreading of short messages |
title_full_unstemmed | Topic selectivity and adaptivity promote spreading of short messages |
title_short | Topic selectivity and adaptivity promote spreading of short messages |
title_sort | topic selectivity and adaptivity promote spreading of short messages |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9485159/ https://www.ncbi.nlm.nih.gov/pubmed/36123362 http://dx.doi.org/10.1038/s41598-022-19719-y |
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