Fake News Detection on Social Media: A Data Mining Perspective

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Shu, Kai; Sliva, Amy; Wang, Suhang; Tang, Jiliang; Liu, Huan;
(2017)
  • Subject: Computer Science - Social and Information Networks | Computer Science - Artificial Intelligence | H.2.8

Social media for news consumption is a double-edged sword. On the one hand, its low cost, easy access, and rapid dissemination of information lead people to seek out and consume news from social media. On the other hand, it enables the wide spread of "fake news", i.e., ... View more
  • References (86)
    86 references, page 1 of 9

    [1] Sadia Afroz, Michael Brennan, and Rachel Greenstadt. Detecting hoaxes, frauds, and deception in writing style online. In ISSP'12.

    [2] Hunt Allcott and Matthew Gentzkow. Social media and fake news in the 2016 election. Technical report, National Bureau of Economic Research, 2017.

    [3] Solomon E Asch and H Guetzkow. E ects of group pressure upon the modi cation and distortion of judgments. Groups, leadership, and men, pages 222{236, 1951.

    [4] Meital Balmas. When fake news becomes real: Combined exposure to multiple news sources and political attitudes of ine cacy, alienation, and cynicism. Communication Research, 41(3):430{454, 2014.

    [5] Michele Banko, Michael J Cafarella, Stephen Soderland, Matthew Broadhead, and Oren Etzioni. Open information extraction from the web. In IJCAI'07.

    [6] Alessandro Bessi and Emilio Ferrara. Social bots distort the 2016 us presidential election online discussion. First Monday, 21(11), 2016.

    [7] Prakhar Biyani, Kostas Tsioutsiouliklis, and John Blackmer. " 8 amazing secrets for getting more clicks": Detecting clickbaits in news streams using article informality. In AAAI'16.

    [8] Jonas Nygaard Blom and Kenneth Reinecke Hansen. Click bait: Forward-reference as lure in online news headlines. Journal of Pragmatics, 76:87{100, 2015.

    [9] Paul R Brewer, Dannagal Goldthwaite Young, and Michelle Morreale. The impact of real news about fake news: Intertextual processes and political satire. International Journal of Public Opinion Research, 25(3):323{343, 2013.

    [10] Carlos Castillo, Mohammed El-Haddad, Jurgen Pfeffer, and Matt Stempeck. Characterizing the life cycle of online news stories using social media reactions. In CSCW'14.

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