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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...

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Detalles Bibliográficos
Autores principales: Burbach, Laura, Halbach, Patrick, Ziefle, Martina, Calero Valdez, André
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
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.
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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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