IDEAS home Printed from https://ideas.repec.org/a/gam/jftint/v12y2020i9p148-d406853.html
   My bibliography  Save this article

Vulnerabilities to Online Social Network Identity Deception Detection Research and Recommendations for Mitigation

Author

Listed:
  • Max Ismailov

    (Computer Science Department, Western Washington University, Bellingham, WA 98225, USA)

  • Michail Tsikerdekis

    (Computer Science Department, Western Washington University, Bellingham, WA 98225, USA)

  • Sherali Zeadally

    (College of Communication and Information, University of Kentucky, Lexington, KY 40506, USA)

Abstract

Identity deception in online social networks is a pervasive problem. Ongoing research is developing methods for identity deception detection. However, the real-world efficacy of these methods is currently unknown because they have been evaluated largely through laboratory experiments. We present a review of representative state-of-the-art results on identity deception detection. Based on this analysis, we identify common methodological weaknesses for these approaches, and we propose recommendations that can increase their effectiveness for when they are applied in real-world environments.

Suggested Citation

  • Max Ismailov & Michail Tsikerdekis & Sherali Zeadally, 2020. "Vulnerabilities to Online Social Network Identity Deception Detection Research and Recommendations for Mitigation," Future Internet, MDPI, vol. 12(9), pages 1-12, August.
    • Handle: RePEc:gam:jftint:v:12:y:2020:i:9:p:148-:d:406853
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1999-5903/12/9/148/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1999-5903/12/9/148/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Alessandro Lovari, 2020. "Spreading (Dis)Trust: Covid-19 Misinformation and Government Intervention in Italy," Media and Communication, Cogitatio Press, vol. 8(2), pages 458-461.
    2. Hunt Allcott & Matthew Gentzkow, 2017. "Social Media and Fake News in the 2016 Election," NBER Working Papers 23089, National Bureau of Economic Research, Inc.
    3. Hunt Allcott & Matthew Gentzkow, 2017. "Social Media and Fake News in the 2016 Election," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 211-236, Spring.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. José Manuel Ortiz-Marcos & María Tomé-Fernández & Christian Fernández-Leyva, 2021. "Cyberbullying Analysis in Intercultural Educational Environments Using Binary Logistic Regressions," Future Internet, MDPI, vol. 13(1), pages 1-15, January.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Vicente Javier Clemente-Suárez & Eduardo Navarro-Jiménez & Juan Antonio Simón-Sanjurjo & Ana Isabel Beltran-Velasco & Carmen Cecilia Laborde-Cárdenas & Juan Camilo Benitez-Agudelo & Álvaro Bustamante-, 2022. "Mis–Dis Information in COVID-19 Health Crisis: A Narrative Review," IJERPH, MDPI, vol. 19(9), pages 1-24, April.
    2. Leopoldo Fergusson & Carlos Molina, 2020. "Facebook Causes Protests," HiCN Working Papers 323, Households in Conflict Network.
    3. Dean Neu & Gregory D. Saxton & Abu S. Rahaman, 2022. "Social Accountability, Ethics, and the Occupy Wall Street Protests," Journal of Business Ethics, Springer, vol. 180(1), pages 17-31, September.
    4. Robbett, Andrea & Matthews, Peter Hans, 2018. "Partisan bias and expressive voting," Journal of Public Economics, Elsevier, vol. 157(C), pages 107-120.
    5. Henrik Skaug Sætra, 2021. "AI in Context and the Sustainable Development Goals: Factoring in the Unsustainability of the Sociotechnical System," Sustainability, MDPI, vol. 13(4), pages 1-19, February.
    6. Fathey Mohammed & Nabil Hasan Al-Kumaim & Ahmed Ibrahim Alzahrani & Yousef Fazea, 2023. "The Impact of Social Media Shared Health Content on Protective Behavior against COVID-19," IJERPH, MDPI, vol. 20(3), pages 1-16, January.
    7. Bartosz Wilczek, 2020. "Misinformation and herd behavior in media markets: A cross-national investigation of how tabloids’ attention to misinformation drives broadsheets’ attention to misinformation in political and business," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-22, November.
    8. Joël Cariolle & Yasmine Elkhateeb & Mathilde Maurel, 2022. "(Mis-)information technology: Internet use and perception of democracy in Africa," Documents de travail du Centre d'Economie de la Sorbonne 22010, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
    9. Barrera, Oscar & Guriev, Sergei & Henry, Emeric & Zhuravskaya, Ekaterina, 2020. "Facts, alternative facts, and fact checking in times of post-truth politics," Journal of Public Economics, Elsevier, vol. 182(C).
    10. Sumeet Kumar & Binxuan Huang & Ramon Alfonso Villa Cox & Kathleen M. Carley, 2021. "An anatomical comparison of fake-news and trusted-news sharing pattern on Twitter," Computational and Mathematical Organization Theory, Springer, vol. 27(2), pages 109-133, June.
    11. Zazli Lily Wisker & Robert Neil McKie, 2021. "The effect of fake news on anger and negative word-of-mouth: moderating roles of religiosity and conservatism," Journal of Marketing Analytics, Palgrave Macmillan, vol. 9(2), pages 144-153, June.
    12. Roger D. Magarey & Christina M. Trexler, 2020. "Information: a missing component in understanding and mitigating social epidemics," Palgrave Communications, Palgrave Macmillan, vol. 7(1), pages 1-11, December.
    13. Christoph March & Ina Schieferdecker, 2021. "Technological Sovereignty as Ability, Not Autarky," CESifo Working Paper Series 9139, CESifo.
    14. Larsen, Vegard H. & Thorsrud, Leif Anders & Zhulanova, Julia, 2021. "News-driven inflation expectations and information rigidities," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 507-520.
    15. Deena A. Isom & Hunter M. Boehme & Toniqua C. Mikell & Stephen Chicoine & Marion Renner, 2021. "Status Threat, Social Concerns, and Conservative Media: A Look at White America and the Alt-Right," Societies, MDPI, vol. 11(3), pages 1-20, July.
    16. Lohse, Johannes & McDonald, Rebecca, 2021. "Absolute groupishness and the demand for information," VfS Annual Conference 2021 (Virtual Conference): Climate Economics 242454, Verein für Socialpolitik / German Economic Association.
    17. Seth C. Lewis & Logan Molyneux, 2018. "A Decade of Research on Social Media and Journalism: Assumptions, Blind Spots, and a Way Forward," Media and Communication, Cogitatio Press, vol. 6(4), pages 11-23.
    18. Germano, Fabrizio & Sobbrio, Francesco, 2020. "Opinion dynamics via search engines (and other algorithmic gatekeepers)," Journal of Public Economics, Elsevier, vol. 187(C).
    19. Felix Chopra & Ingar K. Haaland & Christopher Roth, 2019. "Do People Value More Informative News?," CESifo Working Paper Series 8026, CESifo.
    20. Donati, Dante, 2023. "Mobile Internet access and political outcomes: Evidence from South Africa," Journal of Development Economics, Elsevier, vol. 162(C).

    More about this item

    Keywords

    identity; deception; detection;
    All these keywords.

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jftint:v:12:y:2020:i:9:p:148-:d:406853. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.