Predicting personality with social behavior: a comparative study

作者: Sibel Adalı , Jennifer Golbeck

DOI: 10.1007/S13278-014-0159-7

关键词:

摘要: In this paper, we study the problem of predicting personality with features based on social behavior. While network position and text analysis are often used in prediction, use behavior is fairly new. Often studies either concentrate a single or trait, simply to predict ties that then position. To problem, introduce novel person’s actions general, towards specific individuals particular. We also compute variation these among all contacts person as well friends. show alone, without help any textual information, provides good basis for prediction. provide unique comparative finds most significant three different communication mediums: Twitter, SMS phone calls. These mediums offer us from public private contexts, containing messaging voice call type exchanges. find behaviors distinctive normative ones study. illustrate how behavioral relate traits. various similarities differences between terms Note statistical properties number time do not consider content. As result, they can be applied many settings. Furthermore, our findings customized medium trait.

参考文章(38)
Boele De Raad, None, The big five personality factors : the psycholexical approach to personality Hogrefe & Huber Publishers. ,(2000)
Robert R. McCrae, Paul T. Costa, Personality in Adulthood: A Five-Factor Theory Perspective ,(2005)
Oliver P. John, The "Big Five" factor taxonomy: Dimensions of personality in the natural language and in questionnaires. Handbook of Personality : Theory and research. ,(1990)
James W. Pennebaker, Laura A. King, Linguistic styles: language use as an individual difference. Journal of Personality and Social Psychology. ,vol. 77, pp. 1296- 1312 ,(1999) , 10.1037/0022-3514.77.6.1296
Jennifer Golbeck, Cristina Robles, Karen Turner, Predicting personality with social media Proceedings of the 2011 annual conference extended abstracts on Human factors in computing systems - CHI EA '11. pp. 253- 262 ,(2011) , 10.1145/1979742.1979614
N. Eagle, Behavioral Inference across Cultures: Using Telephones as a Cultural Lens IEEE Intelligent Systems. ,vol. 23, pp. 62- 64 ,(2008) , 10.1109/MIS.2008.58
Ryne A. Sherman, Christopher S. Nave, David C. Funder, Properties of persons and situations related to overall and distinctive personality-behavior congruence Journal of Research in Personality. ,vol. 46, pp. 87- 101 ,(2012) , 10.1016/J.JRP.2011.12.006
Fernando Ferri, Patrizia Grifoni, Tiziana Guzzo, New forms of social and professional digital relationships: the case of Facebook Social Network Analysis and Mining. ,vol. 2, pp. 121- 137 ,(2012) , 10.1007/S13278-011-0038-4