Automatic Detection of Fake News

Preprint English OPEN
Pérez-Rosas, Verónica; Kleinberg, Bennett; Lefevre, Alexandra; Mihalcea, Rada; (2017)
  • Subject: Computer Science - Computation and Language
    acm: InformationSystems_MISCELLANEOUS

The proliferation of misleading information in everyday access media outlets such as social media feeds, news blogs, and online newspapers have made it challenging to identify trustworthy news sources, thus increasing the need for computational tools able to provide ins... View more
  • References (13)
    13 references, page 1 of 2

    Gary D Bond and Adrienne Y Lee. 2005. Language of lies in prison: Linguistic classification of prisoners' truthful and deceptive natural language. Applied Cognitive Psychology 19(3):313-329.

    Molly E Ireland and James W Pennebaker. 2010. Language style matching in writing: synchrony in essays, correspondence, and poetry. Journal of personality and social psychology 99(3):549.

    Myle Ott, Yejin Choi, Claire Cardie, and Jeffrey T. Hancock. 2011b. Finding deceptive opinion spam by any stretch of the imagination. In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies. Association for Computational Linguistics, Portland, Oregon, USA, pages 309-319. http://www.aclweb.org/anthology/P11-1032.

    Max Kuhn, Jed Wing, Steve Weston, Andre Williams, Chris Keefer, Allan Engelhardt, Tony Cooper, Zachary Mayer, Brenton Kenkel, the R Core Team, Michael Benesty, Reynald Lescarbeau, Andrew Ziem, Luca Scrucca, Yuan Tang, and Can Candan. 2016. caret: Classification and Regression Training. R package version 6.0-70. https://CRAN.R-project.org/package=caret.

    David Meyer, Evgenia Dimitriadou, Kurt Hornik, Andreas Weingessel, and Friedrich Leisch. 2015. e1071: Misc Functions of the Department of Statistics, Probability Theory Group (Formerly: E1071), TU Wien. R package version 1.6-7. https://CRAN.R-project.org/package=e1071.

    M. Newman, J. Pennebaker, D. Berry, and J. Richards. 2003. Lying words: Predicting deception from linguistic styles. Personality and Social Psychology Bulletin 29.

    Myle Ott, Claire Cardie, and Jeffrey T Hancock. 2013. Negative deceptive opinion spam. In HLT-NAACL. pages 497-501.

    Myle Ott, Yejin Choi, Claire Cardie, and Jeffrey Hancock. 2011a. Finding deceptive opinion spam by any stretch of the imagination. In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1. Association for Computational Linguistics, Stroudsburg, PA, USA, HLT '11, pages 309-319.

    Dan Klein and Christopher D. Manning. 2003. Accurate unlexicalized parsing. In Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1. Association for Computational Linguistics, Stroudsburg, PA, USA, ACL '03, pages 423-430. https://doi.org/10.3115/1075096.1075150.

    James W Pennebaker, Ryan L Boyd, Kayla Jordan, and Kate Blackburn. 2015. The development and psychometric properties of liwc2015. Technical report.

  • Metrics
    No metrics available
Share - Bookmark