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Predicting emerging social conventions in online social networks

Published:29 October 2012Publication History

ABSTRACT

The way in which social conventions emerge in communities has been of interest to social scientists for decades. Here we report on the emergence of a particular social convention on Twitter---the way to indicate a tweet is being reposted and attributing the content to its source. Despite being invented at different times and having different adoption rates, only two variations became widely adopted. In this paper we describe this process in detail, highlighting the factors that come into play in deciding which variation individuals will adopt. Our classification analysis demonstrates that the date of adoption and the number of exposures are particularly important in the adoption process, while personal features (such as the number of followers and join date) and the number of adopter friends have less discriminative power in predicting adoptions. We discuss implications of these findings in the design of future Web applications and services.

References

  1. I. Ajzen and M. Fishbein. The prediction of behavior from attitudinal and normative variables. Journal of Experimental Social Psychology, 6:466--487, 1970.Google ScholarGoogle ScholarCross RefCross Ref
  2. S. E. Asch. Opinions and Social Pressure. Scientific American, 193:31--35, 1955.Google ScholarGoogle ScholarCross RefCross Ref
  3. R. Axelrod. An Evolutionary Approach to Norms. American Political Science Review, 1986.Google ScholarGoogle Scholar
  4. E. Bakshy, I. Rosenn, C. Marlow, and L. Adamic. The Role of Social Networks in Information Diffusion. In proc. of the International World Wide Web Conference, 2012. Google ScholarGoogle ScholarDigital LibraryDigital Library
  5. F. Barth. Process and Form in Social Life. Routledge & Kegan Paul, 1981.Google ScholarGoogle Scholar
  6. R. Baumeister and M. Leary. The Need to Belong: Desire for Interpersonal Attachments as a Fundamental Human Motivation. Psychological Bulletin, 1995.Google ScholarGoogle ScholarCross RefCross Ref
  7. B. Becker and G. Mark. Social conventions in collaborative virtual environments. In proc. of the International Conference on Collaborative Virtual Environments, 1998.Google ScholarGoogle Scholar
  8. D. M. R. Bernardo A. Huberman and F. Wu. Social networks that matter: Twitter under the microscope. First Monday, 14(1), Jan. 2009.Google ScholarGoogle Scholar
  9. Bibb Latané and S. Wolf. The social impact of majorities and minorities. Psychological Review, 88:438--453, 1981.Google ScholarGoogle ScholarCross RefCross Ref
  10. d. boyd, S. Golder, and G. Lotan. Tweet, Tweet, Retweet: Conversational Aspects of Retweeting on Twitter. In proc. of the Hawaii International Conference on System Sciences, 2010. Google ScholarGoogle ScholarDigital LibraryDigital Library
  11. R. Boyd and P. J. Richerson. Why does culture increase human adaptability? Ethology and Sociobiology, 16:125--143, 1995.Google ScholarGoogle ScholarCross RefCross Ref
  12. B. P. Buunk and A. B. Bakker. Extradyadic sex: The role of descriptive and injunctive norms. Journal of Sex Research, 32(4):313--318, Jan. 1995.Google ScholarGoogle ScholarCross RefCross Ref
  13. D. Centola. The Spread of Behavior in an Online Social Network Experiment. Science, 329(5996):1194--1197, Sept. 2010.Google ScholarGoogle ScholarCross RefCross Ref
  14. M. Cha, H. Haddadi, F. Benevenuto, and K. Gummadi. Measuring User Influence in Twitter: The Million Follower Fallacy. In proc. of the International AAAI Conference on Weblogs and Social Media, 2010.Google ScholarGoogle Scholar
  15. N. Christakis and J. H. Fowler. The Spread of Obesity in a Large Social Network over 32 Years. New England Journal of Medicine, 2007.Google ScholarGoogle ScholarCross RefCross Ref
  16. R. B. Cialdini. Influence: Science and practice. HarperCollins, 3 edition, 1993.Google ScholarGoogle Scholar
  17. R. B. Cialdini and M. R. Trost. Social Influence: Social norms, conformity, and compliance. In D. T. Gilbert, S. T. Fiske, and L. Gardner, editors, The Handbook of Social Psychology, pages 151--192. McGraw-Hill, New York, 1998.Google ScholarGoogle Scholar
  18. E. Cohen-Cole and J. M. Fletcher. Is obesity contagious? Social networks vs. environmental factors in the obesity epidemic. Journal of Health Economics, 27:1382--1387, 2008.Google ScholarGoogle ScholarCross RefCross Ref
  19. J. Delgado. Emergence of social conventions in complex networks. Artificial Intelligence, 141(1-2):171--185, 2002.{ Google ScholarGoogle ScholarDigital LibraryDigital Library
  20. M. Deutsch and H. B. Gerard. A study of normative and informative social influences upon individual judgment. Journal of Abnormal Psychology, 51:629--636, 1955.Google ScholarGoogle ScholarCross RefCross Ref
  21. D. C. Feldman. The development and enforcement of group norms. The Academy of Management Review, 9(1):47--53, 1984.Google ScholarGoogle ScholarCross RefCross Ref
  22. L. Festinger. A theory of social comparison processes. Human Relations, 7(2):117--140, 1954.Google ScholarGoogle ScholarCross RefCross Ref
  23. J. H. Fowler and N. A. Christakis. Cooperative behavior cascades in human social networks. Proceedings of the National Academy of Sciences, 107(12):5334--5338, Mar. 2010.Google ScholarGoogle ScholarCross RefCross Ref
  24. N. E. Friedkin. Norm Formation in Social Influence Networks. Social Networks, 23:167--189, 2001.Google ScholarGoogle ScholarCross RefCross Ref
  25. H. B. Gerard. The Anchorage of Opinions in Face-to-Face Groups. Human Relations, 7(3):313--325, Aug. 1954.Google ScholarGoogle ScholarCross RefCross Ref
  26. H. B. Gerard, R. A. Wilhelmy, and E. S. Conolley. Conformity and group size. Journal of Personality and Social Psychology, 8:79--82, 1968.Google ScholarGoogle ScholarCross RefCross Ref
  27. S. Goyal and M. C. W. Janssen. Non-Exclusive Conventions and Social Coordination. Journal of Economic Theory, 77(1):34--57, 1997.Google ScholarGoogle ScholarCross RefCross Ref
  28. C. A. Insko, R. H. Smith, M. D. Alicke, J. Wade, and S. Taylor. Conformity and group size: The concern with being right and the concern with being liked. Personality and Social Psychology Bulletin, 11:41--50, 1985.Google ScholarGoogle ScholarCross RefCross Ref
  29. F. Kooti, H. Yang, M. Cha, K. Gummadi, and W. A. Mason. The emergence of conventions in online social networks. In proc. of the International AAAI Conference on Weblogs and Social Media, 2012.Google ScholarGoogle Scholar
  30. J. Levine and R. L. Moreland. Progress in Small Group Research. Annual Reviews in Psychology, 41:585--634, 1990.Google ScholarGoogle ScholarCross RefCross Ref
  31. S. Milgram, L. Bickman, and L. Berkowitz. Note on the drawing power of crowds of different size. Journal of Personality and Social Psychology, 13(2):79--82, 1969.Google ScholarGoogle ScholarCross RefCross Ref
  32. T. M. Newcomb. Personality and social change. Dryden, 1943.Google ScholarGoogle Scholar
  33. K.-D. Opp. How do norms emerge? An outline of a theory. Mind & Society, 3(2):101--128, 2001.Google ScholarGoogle ScholarCross RefCross Ref
  34. E. Ostrom. Collective Action and the Evolution of Social Norms. The Journal of Economic Perspectives, 14:137--158, 2000.Google ScholarGoogle ScholarCross RefCross Ref
  35. M. Pennacchiotti and A.-M. Popescu. Democrats, Republicans and Starbucks Afficionados: User Classification in Twitter. In proc. of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2011. Google ScholarGoogle ScholarDigital LibraryDigital Library
  36. A. Riley and P. J. Burke. Identities and Self-Verification in the Small Group. Social Psychology Quarterly, 58(2):61--73, 1995.Google ScholarGoogle Scholar
  37. E. M. Rogers. Diffusion of Innovations. Free Press, 1983.Google ScholarGoogle Scholar
  38. D. M. Romero, B. Meeder, and J. Kleinberg. Differences in the Mechanics of Information Diffusion Across Topics: Idioms, Political Hashtags, and Complex Contagion on Twitter. In proc. of the International World Wide Web Conference, 2011. Google ScholarGoogle ScholarDigital LibraryDigital Library
  39. M. Salganik, P. S. Dodds, and D. J. Watts. Experimental Study of Inequality and Unpredictability in an Artificial Cultural Market. Science, 311:854--856, 2006..Google ScholarGoogle ScholarCross RefCross Ref
  40. B. Savarimuthu, S. Cranefield, and M. Purvis. Role Model Based Mechanism for Norm Emergence in Artificial Agent Societies. In proc. of the AAMAS'07 Workshop on Coordination, Organization, Institutions and Norms in Agent Systems, 2007. Google ScholarGoogle ScholarDigital LibraryDigital Library
  41. M. Sherif. The psychology of social norms. Harper, 1936.Google ScholarGoogle Scholar
  42. Y. Shoham and M. Tennenholtz. On the emergence of social conventions: modeling, analysis, and simulations. Artificial Intelligence, 94(1-2):139--166, 1997. Google ScholarGoogle ScholarDigital LibraryDigital Library
  43. D. M. Taylor and W. Louis. Terrorism and the quest for identity. In F. M. Moghaddam and A. J. Marsella, editors, Understanding terrorism: Psychosocial roots, consequences, and interventions, volume 343, pages 169--185. American Psychological Association, 2004.Google ScholarGoogle Scholar
  44. A. Walker and M. Wooldridge. Understanding the emergence of conventions in multi-agent systems. In proc. of the International Conference on Multi-Agent Systems, 1995.Google ScholarGoogle Scholar
  45. WEKA website. http://www.cs.waikato.ac.nz/ml/weka.Google ScholarGoogle Scholar
  46. D. Wilkes-Gibbs and H. Clark. Coordinating beliefs in conversation. Journal of Memory and Language, 31(2):183--194, 1992.Google ScholarGoogle ScholarCross RefCross Ref
  47. M. P. Zanna and J. M. Olson. Individual differences in attitudinal relations. In M. P. Zanna, E. T. Higgins, and C. P. Herman, editors, Consistency in social behavior: The Ontario Symposium, volume 2, pages 75--103. Erlbaum, 1982.Google ScholarGoogle Scholar

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      • Published in

        cover image ACM Conferences
        CIKM '12: Proceedings of the 21st ACM international conference on Information and knowledge management
        October 2012
        2840 pages
        ISBN:9781450311564
        DOI:10.1145/2396761

        Copyright © 2012 ACM

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        Publication History

        • Published: 29 October 2012

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