Mining large-scale smartphone data for personality studies

Personal and Ubiquitous Computing

Volumn 17, Issue 3, 2013, Pages 433-450

  Chittaranjan, Gokul ^a,b   Blom, Jan ^c   Gatica Perez, Daniel ^a,b  

^a IDIAP RESEARCH INSTITUTE   (Switzerland)

^b EPFL   (Switzerland)

^c NOKIA RESEARCH CENTER   (United States)

Author keywords

Big Five; Lausanne data collection campaign; Personality; Smartphones

Indexed keywords

AUTOMATED CLASSIFICATION; BEHAVIORAL CHARACTERISTICS; BIG FIVE; DATA COLLECTION; EMOTIONAL STABILITIES; MACHINE LEARNING METHODS; PERSONALITY; PERSONALITY TRAITS;

LEARNING SYSTEMS; SIGNAL ENCODING;

SMARTPHONES;

EID: 84879695657     PISSN: 16174909     EISSN: None     Source Type: Journal    
DOI: 10.1007/s00779-011-0490-1     Document Type: Conference Paper

References (32)

1. Back MD, Stopfer JM, Vazire S, Gaddis S, Schmukle SC, Egloff B, Gosling SD (2010) Facebook profiles reflect actual personality, not self-idealization. Psychol Sci 21:372-374
2. Bianchi A, Phillips J (2005) Psychological predictors of problem mobile phone use. CyberPsychol and Behav 8:39-51
3. Biel J, Aran O, Gatica-Perez D (2011) You are known by how you vlog: Personality impressions and nonverbal behavior in youtube. In: Proceedings of international AAAI conference on weblogs and social media (ICWSM)
4. Brinkman WP, Fine N (2005) Towards customized emotional design: an explorative study of user personality and user interface skin preferences. In: Proceedings of annual conference on european association of cognitive ergonomics (EACE)
5. Butt S, Phillips JG (2008) Personality and self reported mobile phone use. Comput Hum Behav 24:346-360
6. Chittaranjan G, Blom J, Gatica-Perez D (2011) Who's who with big-five: Analyzing and classifying personality traits with smartphones. In: Proceedings of the 15th international symposium on wearable computers (ISWC), San Francisco, USA
7. Coppersmith S (1959) A method for determining types of self-esteem. J Abnorm Soc Psychol 59:87-94
8. Costa PT, J, McCrae RR (1992) Revised NEO personality inventory (NEO-PI-R) and NEO five- factor inventory (NEO-FFI) professional manual. Psychological assessment inventories
9. Counts S, Stecher K (2009) Self-presentation of personality during online profile creation. In: Proceedings of international AAAI conference on weblogs and social media (ICWSM)
10. Do T, Gatica-Perez D (2010) By their apps you shall understand them: mining large-scale patterns of mobile phone usage. In: Proceedings of international conference on mobile and ubiquitous multimedia (MUM)
11. Eagle N, Pentland A (2009) Eigenbehaviors: identifying structure in routine. Behav Ecol Sociobiol 63:1057-1066
12. Farrahi K, Gatica-Perez D (2010) Probabilistic mining of socio-geographic routines from mobile phone data. IEEE J Sel Top Signal Process 4:746-755
13. Gosling SD, Rentfrow PJ, Swann W (2003) A very brief measure of the big-five personality domains. J Res Pers 37:504-528
14. Graham L, Gosling S (2011) Can the ambiance of a place be determined by the user profiles of the people who visit it? In: Proceedings of international AAAI conference on weblogs and social media (ICWSM)
15. I.c.t. statistics. http://www.itu.int/ITU-D/ict/statistics/ict/index.html (Accessed 9 Feb 2011)
16. Karsvall A (2002) Personality preferences in graphical interface design. In: Proceedings of the second nordic conference on human-computer interaction (NordiCHI)
17. Kiukkonen N, Blom J, Dousse O, Gatica-Perez D, Laurila J (2010) Towards rich mobile phone datasets: Lausanne data collection campaign. In: Proceedings of ACM international conference on pervasive services (ICPS)
18. Kraut R, Patterson M, Lundmark V, Kiesler S, Mukapadhyay T, Scherlis W (1998) Internet-paradox: a social technology that reduces social involvement and psychological well being?. Am Psychol 53:1017-1031
19. Mairesse F, Walker M (2006) Automatic recognition of personality in conversation. In: Proceedings of human language technology conference of the NAACL, companion volume: short papers (NAACL-Short)
20. Mairesse F, Walker M, Mehl MR, Moore RK (2007) Using linguistic cues for the automatic recognition of personality in conversation and text. J Artif Intell Res 30:457-500
21. McCrae RR, John OP (1992) An introduction to the five-factor model and its applications. J Pers 60:175-215
22. Oliveira R, Karatzoglou A, Concejero P, Armenta A, Olivier N (2011) Towards a psychographic user model from mobile phone usage. In: Proceedings ACM CHI conference on human factors in computing systems (CHI) work in progress (WIP)
23. Phillips JG, Butt S, Blaszczynski A (2006) Personality and self-reported use of mobile phones for games. Cyberpsychol and Behav 9:753-758
24. Pianesi F, Mana N, Cappelletti A, Lepri B, Zancanaro M (2008) Multimodal recognition of personality traits in social interactions. In: Proceedings of International conf. on multimodal interfaces (ICMI)
25. Poschl S, Doring N (2007) Integration and ubiquity. Towards a philosophy of telecommunications convergence, chap. Personality and the mobile phone: character-based differences of usage and attitudes towards mobile communication, pp. 161-168. Vienna, Passagen Verlag
26. Romero JJ (2011) Top 11 technologies of the decade. IEEE Spectrum, 24-27
27. Sonnenburg S, Raetsch G, Henschel S, Widmer C, Behr J, Zien A, Bona FD, Binder A, Gehl C, Franc V (2010) The shogun machine learning toolbox. J Mach Learn Res 11:1799-1802
28. Stecher K, Counts S (2008) Spontaneous inference of personality traits and effects on memory for online profiles. In: Proceedings of international AAAI conference on weblogs and social media (ICWSM)
29. Tabachnick B, Fidell L (2000) Using multivariate statistics, 4th edn. Allyn & Bacon, Boston
30. Appendix ii: Normative data for the ten-item personality inventory (tipi): Self-reported data. http://homepage.psy.utexas.edu/homepage/faculty/ gosling/tipisite/norms.pdf (Accessed 9 Feb 2010)
31. Verkasalo H, Lpez-Nicols C, Molina-Castillo FJ, Bouwman H (2010) Analysis of users and non-users of smartphone applications. Telemat Informat 27:242-255
32. Yeo T (2010) Modeling personality influences on youtube usage. In: Proceedings of international AAAI conference on weblogs and social media (ICWSM)