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Rumor Propagation is Amplified by Echo Chambers in Social Media
Spreading rumors on the Internet has become increasingly pervasive due to the proliferation of online social media. This paper investigates how rumors are amplified by a group of users who share similar interests or views, dubbed as an echo chamber. To this end, we identify and analyze ‘rumor’ echo...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6962360/ https://www.ncbi.nlm.nih.gov/pubmed/31941980 http://dx.doi.org/10.1038/s41598-019-57272-3 |
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author | Choi, Daejin Chun, Selin Oh, Hyunchul Han, Jinyoung Kwon, Ted “Taekyoung” |
author_facet | Choi, Daejin Chun, Selin Oh, Hyunchul Han, Jinyoung Kwon, Ted “Taekyoung” |
author_sort | Choi, Daejin |
collection | PubMed |
description | Spreading rumors on the Internet has become increasingly pervasive due to the proliferation of online social media. This paper investigates how rumors are amplified by a group of users who share similar interests or views, dubbed as an echo chamber. To this end, we identify and analyze ‘rumor’ echo chambers, each of which is a group of users who have participated in propagating common rumors. By collecting and analyzing 125 recent rumors from six popular fact-checking sites, and their associated 289,202 tweets/retweets generated by 176,362 users, we find that the rumors that are spread by rumor echo chamber members tend to be more viral and quickly propagated than those that are not spread by echo chamber members. We propose the notion of an echo chamber network that represents relations among rumor echo chambers. By identifying the hub rumor echo chambers (in terms of connectivity to other rumor echo chambers) in the echo chamber network, we show that the top 10% of hub rumor echo chambers contribute to propagation of 24% rumors by eliciting more than 36% of retweets, implying that core rumor echo chambers significantly contribute to rumor spreads. |
format | Online Article Text |
id | pubmed-6962360 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-69623602020-01-23 Rumor Propagation is Amplified by Echo Chambers in Social Media Choi, Daejin Chun, Selin Oh, Hyunchul Han, Jinyoung Kwon, Ted “Taekyoung” Sci Rep Article Spreading rumors on the Internet has become increasingly pervasive due to the proliferation of online social media. This paper investigates how rumors are amplified by a group of users who share similar interests or views, dubbed as an echo chamber. To this end, we identify and analyze ‘rumor’ echo chambers, each of which is a group of users who have participated in propagating common rumors. By collecting and analyzing 125 recent rumors from six popular fact-checking sites, and their associated 289,202 tweets/retweets generated by 176,362 users, we find that the rumors that are spread by rumor echo chamber members tend to be more viral and quickly propagated than those that are not spread by echo chamber members. We propose the notion of an echo chamber network that represents relations among rumor echo chambers. By identifying the hub rumor echo chambers (in terms of connectivity to other rumor echo chambers) in the echo chamber network, we show that the top 10% of hub rumor echo chambers contribute to propagation of 24% rumors by eliciting more than 36% of retweets, implying that core rumor echo chambers significantly contribute to rumor spreads. Nature Publishing Group UK 2020-01-15 /pmc/articles/PMC6962360/ /pubmed/31941980 http://dx.doi.org/10.1038/s41598-019-57272-3 Text en © The Author(s) 2020 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 Choi, Daejin Chun, Selin Oh, Hyunchul Han, Jinyoung Kwon, Ted “Taekyoung” Rumor Propagation is Amplified by Echo Chambers in Social Media |
title | Rumor Propagation is Amplified by Echo Chambers in Social Media |
title_full | Rumor Propagation is Amplified by Echo Chambers in Social Media |
title_fullStr | Rumor Propagation is Amplified by Echo Chambers in Social Media |
title_full_unstemmed | Rumor Propagation is Amplified by Echo Chambers in Social Media |
title_short | Rumor Propagation is Amplified by Echo Chambers in Social Media |
title_sort | rumor propagation is amplified by echo chambers in social media |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6962360/ https://www.ncbi.nlm.nih.gov/pubmed/31941980 http://dx.doi.org/10.1038/s41598-019-57272-3 |
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