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Although many models have been proposed in the literature, the one capturing all the properties of a real fake-news propagation phenomenon is inevitably still missing. Modern propagation models, mainly inspired by old epidemiological models, attempt to approximate the fake-news propagation phenomena by blending psychological factors, social relations, and user behavior.<\/jats:p>\n          <jats:p>This work provides an in-depth analysis of the current state of fake-news propagation models supported by real-world datasets. We highlighted similarities and differences in the modeling approaches, wrapping up the main research trends. Propagation models, transitions, network topologies, and performance metrics have been identified and discussed in detail. The thorough analysis we provided in this article, coupled with the highlighted research hints, have a high potential to pave the way for future research in the area.<\/jats:p>","DOI":"10.1145\/3522756","type":"journal-article","created":{"date-parts":[[2022,3,30]],"date-time":"2022-03-30T11:34:05Z","timestamp":1648640045000},"page":"1-34","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":67,"title":["Fake News Propagation: A Review of Epidemic Models, Datasets, and Insights"],"prefix":"10.1145","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1813-546X","authenticated-orcid":false,"given":"Simone","family":"Raponi","sequence":"first","affiliation":[{"name":"Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zeinab","family":"Khalifa","sequence":"additional","affiliation":[{"name":"Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gabriele","family":"Oligeri","sequence":"additional","affiliation":[{"name":"Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Roberto","family":"Di Pietro","sequence":"additional","affiliation":[{"name":"Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha, Qatar"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","published-online":{"date-parts":[[2022,9,19]]},"reference":[{"key":"e_1_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICoICT52021.2021.9527415"},{"key":"e_1_3_2_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2017.09.008"},{"key":"e_1_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1257\/jep.31.2.211"},{"key":"e_1_3_2_5_2","doi-asserted-by":"publisher","DOI":"10.1109\/ICDIS.2019.00013"},{"key":"e_1_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.1145\/2492517.2492599"},{"key":"e_1_3_2_7_2","volume-title":"Network Science","author":"Barab\u00e1si Albert-L\u00e1szl\u00f3","year":"2016","unstructured":"Albert-L\u00e1szl\u00f3 Barab\u00e1si. 2016. 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