Skip to main content

Advertisement

Log in

Homophily and polarization in the age of misinformation

  • Regular Article
  • Computational Social Science
  • Published:
The European Physical Journal Special Topics Aims and scope Submit manuscript

Abstract

The World Economic Forum listed massive digital misinformation as one of the main threats for our society. The spreading of unsubstantiated rumors may have serious consequences on public opinion such as in the case of rumors about Ebola causing disruption to health-care workers. In this work we target Facebook to characterize information consumption patterns of 1.2 M Italian users with respect to verified (science news) and unverified (conspiracy news) contents. Through a thorough quantitative analysis we provide important insights about the anatomy of the system across which misinformation might spread. In particular, we show that users’ engagement on verified (or unverified) content correlates with the number of friends having similar consumption patterns (homophily). Finally, we measure how this social system responded to the injection of 4,709 false information. We find that the frequent (and selective) exposure to specific kind of content (polarization) is a good proxy for the detection of homophile clusters where certain kind of rumors are more likely to spread.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. G. Lotan, E. Graeff, M. Ananny, D. Gaffney, I. Pearce, D. Boyd, Int. J. Commun. 5, 1375 (2011)

    Google Scholar 

  2. K. Lewis, M. Gonzalez, J. Kaufman, Proceedings of the National Academy of Sciences 109, 68 (2012)

    Article  ADS  Google Scholar 

  3. J. Leskovec, D. Huttenlocher, J. Kleinberg, Signed networks in social media, Proc. of the SIGCHI Conf. on Human Factors in Computing Systems, CHI ’10 pp. 1361–1370 (ACM, New York, 2010)

  4. J. Kleinberg, Phil. Trans. R. Soc. A: Mathematical, Physical and Engineering Sciences, 371, 20120378 (2013)

    Article  MathSciNet  Google Scholar 

  5. R. Kahn, D. Kellner, New Media and Society 6, 87 (2004)

    Article  Google Scholar 

  6. P.N. Howard, The Arab Spring’s Cascading Effects (Miller-McCune, 2011)

  7. S. Gonzalez-Bailon, J. Borge-Holthoefer, A. Rivero, Y. Moreno, The dynamics of protest recruitment through an online network, Sci. Rep. 1, 197 (2011)

    Google Scholar 

  8. R. Bond, J. Fariss, J. Jones, A. Kramer, C. Marlow, J. Settle, J. Fowler, Nature 489, 295 (2012)

    Article  ADS  Google Scholar 

  9. S. Buckingham Shum, K. Aberer, A. Schmidt, S. Bishop, P. Lukowicz, S. Anderson, Y. Charalabidis, J. Domingue, S. Freitas, I. Dunwell, B. Edmonds, F. Grey, M. Haklay, M. Jelasity, A. Karpištšenko, J. Kohlhammer, J. Lewis, J. Pitt, R. Sumner, D. Helbing, Eur. Phys. J. Special Topics 214, 109 (2012)

    Article  ADS  Google Scholar 

  10. D. Centola, Science 329, 1194 (2010)

    Article  ADS  Google Scholar 

  11. M. Paolucci, T. Eymann, W. Jager, J. Sabater-Mir, R. Conte, S. Marmo, S. Picascia, W. Quattrociocchi, T. Balke, S. Koenig, T. Broekhuizen, D. Trampe, M. Tuk, I. Brito, I. Pinyol, D. Villatoro, Social Knowledge for e-Governance: Theory and Technology of Reputation. Roma: ISTC-CNR, 2009

  12. W. Quattrociocchi, R. Conte, E. Lodi, Advances in Complex Systems 14, 567 (2011)

    Article  MathSciNet  Google Scholar 

  13. W. Quattrociocchi, M. Paolucci, R. Conte, Int. J. Knowledge and Learning 5, 457 (2009)

    Article  Google Scholar 

  14. V. Bekkers, H. Beunders, A. Edwards, R. Moody, The Information Society 27, 209 (2011)

    Article  Google Scholar 

  15. W. Quattrociocchi, G. Caldarelli, A. Scala, Opinion dynamics on interacting networks: media competition and social influence, Sci. Rep. 4, 4938 (2014)

    Google Scholar 

  16. L. Howell, Digital wildfires in a hyperconnected world, WEF Report 2013, World Economic Forum, 2013

  17. Study explains why your stupid facebook friends are so gullible. http://www.slate.com/blogs/the_world_/2014/03/18/facebook_and_misinformation_study_explains_why_your_stupid_facebook_friends.html, March 2014

  18. Facebook, Trolls, and Italian Politics. http://www.globalpolis.org/facebook-trolls-italian-politics/, March 2014

  19. G. Ambrosetti, I forconi: “il senato ha approvato una legge per i parlamentari in crisi”. chi non verrà rieletto, oltre alla buonuscita, si beccherà altri soldi. sarà vero? http://bit.ly/1JsXXbv, 8 2013. last checked: 19.01.2014

  20. Ebola Lessons: How Social Media Gets Infected. http://www.informationweek.com/software/social/-ebola-lessons-how-social-media-gets-infected/a/d-id/1307061, March 2014

  21. The Ebola Conspiracy Theories. http://www.nytimes.com/2014/10/19/sunday-review/the-ebola-conspiracy-theories.html, March 2014

  22. The inevitable rise of Ebola conspiracy theories. http://www.washingtonpost.com/blogs/wonkblog/wp/2014/10/13/the-inevitable-rise-of-ebola-conspiracy-theories/, March 2014

  23. M.L. Meade, H.L. Roediger, Memory and Cognition 30, 995 (2002)

    Article  Google Scholar 

  24. C. Mann, F. Stewart, Internet Communication and Qualitative Research: A Handbook for Researching Online (New Technologies for Social Research series). (Sage Publications Ltd, September, 2000)

  25. R.K. Garrett, B.E. Weeks, The promise and peril of real-time corrections to political misperceptions, Proc. 2013 Conf. on Computer supported cooperative work, Proceedings of CSCW ’13(ACM, 2013), pp. 1047–1058

  26. A. Bessi, G. Caldarelli, M. Del Vicario, A. Scala, W. Quattrociocchi, Social determinants of content selection in the age of (mis)information, in Social Informatics, Vol. 8851 of Lecture Notes in Computer Science (Springer International Publishing, 2014), pp. 259–268

  27. D. Mocanu, L. Rossi, Q. Zhang, M. Karsai, W. Quattrociocchi, Collective attention in the age of (mis)information, in Computers in Human Behavior (2015)

  28. A. Bessi, M. Coletto, G.A. Davidescu, A. Scala, G. Caldarelli, W. Quattrociocchi, Science vs conspiracy: Collective narratives in the age of misinformation, PLoS ONE 10, 02 (2015)

    Google Scholar 

  29. M.D. Vicario, A. Bessi, F. Zollo, F. Petroni, A. Scala, G. Caldarelli, H.E. Stanley, W. Quattrociocchi, Proceedings of the National Academy of Sciences 113, 554 (2016)

    Article  ADS  Google Scholar 

  30. J. Ugander, B. Lars, M. Cameron, J. Kleinberg, Proceedings of the National Academy of Sciences (2012)

  31. D. Centola, M. Macy, Amer. J. Socio. 113, 702 (2007)

    Article  Google Scholar 

  32. S. Aral, D. Walker, Science 337, 337 (2012)

    Article  ADS  MathSciNet  Google Scholar 

  33. M. McPherson, L. Smith-Lovin, J.M. Cook, Annu. Rev. Sociol. 27, 415 (2001)

    Article  Google Scholar 

  34. L.M. Aiello, A. Barrat, R. Schifanella, C. Cattuto, B. Markines, F. Menczer, ACM Transactions on the Web (TWEB) 6, 9 (2012)

    Google Scholar 

  35. S. Aral, L. Muchnik, A. Sundararajan, Proceedings of the National Academy of Sciences 106, 21544 (2009)

    Article  ADS  Google Scholar 

  36. E. Bakshy, I. Rosenn, C. Marlow, L. Adamic, The role of social networks in information diffusion, WWW’12 (2012)

  37. D. Centola, J. Conflict Resolution 51, 905 (2007)

    Article  Google Scholar 

  38. E. Adar, Li Zhang, L.A. Adamic, R.M. Lukose, Implicit structure and the dynamics of blogspace, Workshop on the weblogging ecosystem, Vol. 13, pp. 16989–16995 (2004)

  39. D. Gruhl, R. Guha, D. Liben-Nowell, A. Tomkins, Information diffusion through blogspace, in Proc. 13th Int. Conf. on World Wide Web, pp. 491–501 (ACM, 2004)

  40. J. Leskovec, M. McGlohon, C. Faloutsos, N.S. Glance, M. Hurst, Patterns of cascading behavior in large blog graphs, in SDM, Vol. 7, pp. 551–556. (SIAM, 2007)

  41. B. Golub, M.O. Jackson, Proceedings of the National Academy of Sciences 107, 10833 (2010)

    Article  ADS  Google Scholar 

  42. D. Liben-Nowell, J. Kleinberg, Proceedings of the National Academy of Sciences 105, 4633 (2008)

    Article  ADS  Google Scholar 

  43. E. Bakshy, J.M. Hofman, W.A. Mason, D.J. Watts, Everyone’s an influencer: quantifying influence on twitter, in Proc. of the fourth ACM Int. Conf. on Web search and data mining (ACM, 2011), pp. 65–74

  44. K. Lerman, R. Ghosh, Information contagion: An empirical study of the spread of news on digg and twitter social networks. ICWSM, Vol. 10, pp. 90–97 (2010)

    Google Scholar 

  45. C. Castillo, M. Mendoza, B. Poblete, Information credibility on twitter, in Proceedings of the 20th international conference on World wide web (ACM, 2011), pp. 675–684

  46. J. Cheng, L. Adamic, P.A. Dow, J.M. Kleinberg, J. Leskovec, Can cascades be predicted? in Proceedings of the 23rd international conference on World Wide Web, pp. 925–936. International World Wide Web Conferences Steering Committee, 2014

  47. P.A. Dow, L.A. Adamic, A. Friggeri, The anatomy of large facebook cascades, in ICWSM (2013)

  48. A. Friggeri, L.A. Adamic, D. Eckles, J. Cheng, Rumor cascades, in Proceedings of the Eighth International AAAI Conference on Weblogs and Social Media. Association for the Advancement of Artificial Intelligence (2014)

  49. Facebook Page: Semplicemente me, November 2014. https://www.facebook.com/pages/Semplicemente-me/286003974834081?fref=ts

  50. Facebook Page:Simply Humans, November 2014. https://www.facebook.com/HumanlyHuman?fref=ts

  51. J. Brown, A.J. Broderick, N. Lee, J. Interactive Marketing, 21, 2 (2007)

    Article  Google Scholar 

  52. Troll Post 1. Semplicemente me, November 2014. https://www.facebook.com/286003974834081/photos/a.286013618166450.51339.286003974834081/403452636422547

  53. Troll Post 2. Semplicemente me, November 2014. https://www.facebook.com/286003974834081/photos/a.307604209340724.56105.286003974834081/335640103203801

  54. Troll Post 3. Semplicemente me, November 2014. https://www.facebook.com/286003974834081/photos/a.307604209340724.56105.286003974834081/306244606143351

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Walter Quattrociocchi.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Bessi, A., Petroni, F., Vicario, M. et al. Homophily and polarization in the age of misinformation. Eur. Phys. J. Spec. Top. 225, 2047–2059 (2016). https://doi.org/10.1140/epjst/e2015-50319-0

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1140/epjst/e2015-50319-0

Navigation