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Detecting Personality Traces in Users’ Social Activity

  • Styliani KleanthousEmail author
  • Constantinos Herodotou
  • George Samaras
  • Panayiotis Germanakos
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 9742)

Abstract

The effect that social media have in our lives nowadays is apparent. Many studies focused on how the differences we hold as people due to our personality, reflect our activities online. In this work we aim to exploit reports of previous work to implicitly build a personality model of Facebook users, based on their Facebook activity. An initial evaluation study shows that using Facebook activity data, we can extract information on user personality and at the same time points in further improvements necessary for more accurate personality prediction.

Keywords

Social networks Big Five personality model User modeling 

References

  1. 1.
    Amichai-Hamburger, Y., Vinitzky, G.: Social network use and personality. Comp. Hum. Behav. 26(6), 1289–1295 (2010)CrossRefGoogle Scholar
  2. 2.
    Caci, B., Cardaci, M., Tabacchi, M.E., Scrima, F.: Personality variables as predictors of Facebook usage. Psychol. Rep. 114(2), 528–539 (2014)CrossRefGoogle Scholar
  3. 3.
    Golbeck, J., Robles, C., Turner, K.: Predicting personality with social media. In: Proceedings of CHI 2011 Extended Abstracts on Human Factors in Computing Systems (CHI EA 2011), pp. 253–262 (2011). http://dx.doi.org/10.1145/1979742.1979614
  4. 4.
    McElroy, J.C., Hendrickson, A.R., Townsend, A.M., DeMarie, S.M.: Dispositional factors in internet use: personality versus cognitive style. MIS Q. 31(4), 809–820 (2007)Google Scholar
  5. 5.
    Goldberg, L.R.: An alternative description of personality: the Big-Five factor structure. J. Pers. Soc. Psychol. 59(6), 1216–1229 (1990)CrossRefGoogle Scholar
  6. 6.
    Moore, K., McElroy, J.C.: The influence of personality on Facebook usage, wall postings, and regret. Comput. Hum. Behav. 28(1), 267–274 (2012)CrossRefGoogle Scholar
  7. 7.
    Bachrach, Y., Kosinski, M., Graepel, T., Kohli, P., Stillwell, D.: Personality and patterns of Facebook usage. In: Proceedings of the 4th Annual ACM Web Science Conference (WebSci 2012), pp. 24–32 (2012). http://dx.doi.org/10.1145/2380718.2380722
  8. 8.
    Ortigosa, A., Carro, R.M., Quiroga, J.I.: Predicting user personality by mining social interactions in Facebook. J. Comput. Syst. Sci. 80(1), 57–71 (2014)MathSciNetCrossRefGoogle Scholar
  9. 9.
    Kosinski, M., Stillwell, D., Graepel, T.: Private traits and attributes are predictable from digital records of human behavior. Proc. Natl. Acad. Sci. (PNAS) 110(15), 5802–5805 (2013)CrossRefGoogle Scholar
  10. 10.
    Ross, C., Orr, E.S., Sisic, M., Arseneault, J.M., Simmering, M.G., Robert Orr, R.: Personality and motivations associated with Facebook use. Comput. Hum. Behav. 25(2), 578–586 (2009)CrossRefGoogle Scholar
  11. 11.
    Seidman, G.: Self-presentation and belonging on Facebook: how personality influences social media use and motivations. Pers. Individ. Differ. 54(3), 402–407 (2013)CrossRefGoogle Scholar
  12. 12.
    Markovikj, D., Gievska, S., Kosinski, M., Stillwell, D.: Mining Facebook data for predictive personality modeling. In: Proceedings of the 7th International AAAI Conference on Weblogs and Social Media (ICWSM 2013), Boston, MA, USA (2013)Google Scholar
  13. 13.
    Wald, R., Khoshgoftaar, T., Sumner, C.: Machine prediction of personality from facebook profiles. In: 2012 IEEE 13th International Conference on Information Reuse & Integration (Iri) (2012)Google Scholar
  14. 14.
    Shen, J., Brdiczka, O., Liu, J.: A study of Facebook behavior: what does it tell about your neuroticism and extraversion? Comput. Hum. Behav. 45, 32–38 (2015)CrossRefGoogle Scholar
  15. 15.
    Jameson, A.: Adaptive interfaces and agents. In: Jacko, J.A., Sears, A. (eds.) Human Computer Interaction Handbook, pp. 105–127. CRC Press, Taylor & Francis Group, Boca Raton, NY (2003)Google Scholar
  16. 16.
    Heritage, J., Atkinson, J.M.: Structures of Social Action: Studies in Conversation Analysis. Cambridge University Press, Cambridge (1984)Google Scholar

Copyright information

© Springer International Publishing Switzerland 2016

Authors and Affiliations

  • Styliani Kleanthous
    • 1
    Email author
  • Constantinos Herodotou
    • 1
  • George Samaras
    • 1
  • Panayiotis Germanakos
    • 1
    • 2
  1. 1.Department of Computer ScienceUniversity of CyprusNicosiaCyprus
  2. 2.Suite Engineering UX, Products and InnovationSAP SEWalldorfGermany

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