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Opinion Formation on the Internet: The Influence of Personality, Network Structure, and Content on Sharing Messages Online
Today the majority of people uses online social networks not only to stay in contact with friends, but also to find information about relevant topics, or to spread information. While a lot of research has been conducted into opinion formation, only little is known about which factors influence wheth...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7861255/ https://www.ncbi.nlm.nih.gov/pubmed/33733162 http://dx.doi.org/10.3389/frai.2020.00045 |
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author | Burbach, Laura Halbach, Patrick Ziefle, Martina Calero Valdez, André |
author_facet | Burbach, Laura Halbach, Patrick Ziefle, Martina Calero Valdez, André |
author_sort | Burbach, Laura |
collection | PubMed |
description | Today the majority of people uses online social networks not only to stay in contact with friends, but also to find information about relevant topics, or to spread information. While a lot of research has been conducted into opinion formation, only little is known about which factors influence whether a user of online social networks disseminates information or not. To answer this question, we created an agent-based model and simulated message spreading in social networks using a latent-process model. In our model, we varied four different content types, six different network types, and we varied between a model that includes a personality model for its agents and one that did not. We found that the network type has only a weak influence on the distribution of content, whereas the message type has a clear influence on how many users receive a message. Using a personality model helped achieved more realistic outcomes. |
format | Online Article Text |
id | pubmed-7861255 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-78612552021-03-16 Opinion Formation on the Internet: The Influence of Personality, Network Structure, and Content on Sharing Messages Online Burbach, Laura Halbach, Patrick Ziefle, Martina Calero Valdez, André Front Artif Intell Artificial Intelligence Today the majority of people uses online social networks not only to stay in contact with friends, but also to find information about relevant topics, or to spread information. While a lot of research has been conducted into opinion formation, only little is known about which factors influence whether a user of online social networks disseminates information or not. To answer this question, we created an agent-based model and simulated message spreading in social networks using a latent-process model. In our model, we varied four different content types, six different network types, and we varied between a model that includes a personality model for its agents and one that did not. We found that the network type has only a weak influence on the distribution of content, whereas the message type has a clear influence on how many users receive a message. Using a personality model helped achieved more realistic outcomes. Frontiers Media S.A. 2020-07-02 /pmc/articles/PMC7861255/ /pubmed/33733162 http://dx.doi.org/10.3389/frai.2020.00045 Text en Copyright © 2020 Burbach, Halbach, Ziefle and Calero Valdez. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Artificial Intelligence Burbach, Laura Halbach, Patrick Ziefle, Martina Calero Valdez, André Opinion Formation on the Internet: The Influence of Personality, Network Structure, and Content on Sharing Messages Online |
title | Opinion Formation on the Internet: The Influence of Personality, Network Structure, and Content on Sharing Messages Online |
title_full | Opinion Formation on the Internet: The Influence of Personality, Network Structure, and Content on Sharing Messages Online |
title_fullStr | Opinion Formation on the Internet: The Influence of Personality, Network Structure, and Content on Sharing Messages Online |
title_full_unstemmed | Opinion Formation on the Internet: The Influence of Personality, Network Structure, and Content on Sharing Messages Online |
title_short | Opinion Formation on the Internet: The Influence of Personality, Network Structure, and Content on Sharing Messages Online |
title_sort | opinion formation on the internet: the influence of personality, network structure, and content on sharing messages online |
topic | Artificial Intelligence |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7861255/ https://www.ncbi.nlm.nih.gov/pubmed/33733162 http://dx.doi.org/10.3389/frai.2020.00045 |
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