Finding Fake News Websites in the Wild

Fuente: arXiv
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Hauptverfasser: Araujo, Leandro, Couto, Joao M. M., Nery, Luiz Felipe, Rodrigues, Isadora C., Almeida, Jussara M., Reis, Julio C. S., Benevenuto, Fabricio
Format: Preprint
Veröffentlicht: 2024
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author Araujo, Leandro
Couto, Joao M. M.
Nery, Luiz Felipe
Rodrigues, Isadora C.
Almeida, Jussara M.
Reis, Julio C. S.
Benevenuto, Fabricio
author_facet Araujo, Leandro
Couto, Joao M. M.
Nery, Luiz Felipe
Rodrigues, Isadora C.
Almeida, Jussara M.
Reis, Julio C. S.
Benevenuto, Fabricio
contents The battle against the spread of misinformation on the Internet is a daunting task faced by modern society. Fake news content is primarily distributed through digital platforms, with websites dedicated to producing and disseminating such content playing a pivotal role in this complex ecosystem. Therefore, these websites are of great interest to misinformation researchers. However, obtaining a comprehensive list of websites labeled as producers and/or spreaders of misinformation can be challenging, particularly in developing countries. In this study, we propose a novel methodology for identifying websites responsible for creating and disseminating misinformation content, which are closely linked to users who share confirmed instances of fake news on social media. We validate our approach on Twitter by examining various execution modes and contexts. Our findings demonstrate the effectiveness of the proposed methodology in identifying misinformation websites, which can aid in gaining a better understanding of this phenomenon and enabling competent entities to tackle the problem in various areas of society.
format Preprint
id arxiv_https___arxiv_org_abs_2407_07159
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Finding Fake News Websites in the Wild
Araujo, Leandro
Couto, Joao M. M.
Nery, Luiz Felipe
Rodrigues, Isadora C.
Almeida, Jussara M.
Reis, Julio C. S.
Benevenuto, Fabricio
Computers and Society
Social and Information Networks
The battle against the spread of misinformation on the Internet is a daunting task faced by modern society. Fake news content is primarily distributed through digital platforms, with websites dedicated to producing and disseminating such content playing a pivotal role in this complex ecosystem. Therefore, these websites are of great interest to misinformation researchers. However, obtaining a comprehensive list of websites labeled as producers and/or spreaders of misinformation can be challenging, particularly in developing countries. In this study, we propose a novel methodology for identifying websites responsible for creating and disseminating misinformation content, which are closely linked to users who share confirmed instances of fake news on social media. We validate our approach on Twitter by examining various execution modes and contexts. Our findings demonstrate the effectiveness of the proposed methodology in identifying misinformation websites, which can aid in gaining a better understanding of this phenomenon and enabling competent entities to tackle the problem in various areas of society.
title Finding Fake News Websites in the Wild
topic Computers and Society
Social and Information Networks
url https://arxiv.org/abs/2407.07159