Automatic modeling of personality states in small group interactions

MM'11 - Proceedings of the 2011 ACM Multimedia Conference and Co-Located Workshops

Volumn , Issue , 2011, Pages 989-992

  Staiano, Jacopo ^a   Sebe, Nicu ^b   Lepri, Bruno ^a   Subramanian, Ramanathan ^a   Pianesi, Fabio ^c  

^a UNIVERSITY OF TRENTO   (Italy)

^b MIT MEDIA LAB   (United States)

^c FONDAZIONE BRUNO KESSLER   (Italy)

Author keywords

Big five traits; Modeling; Modeling dynamics; Personality states

Indexed keywords

ACOUSTIC FEATURES; AUTOMATIC MODELING; AUTOMATIC RECOGNITION; BIG FIVE; DENSITY DISTRIBUTIONS; MACHINE-LEARNING; PERSONALITY STATES; PERSONALITY TRAITS; SMALL GROUPS; SOCIAL PSYCHOLOGY;

DYNAMICS; MODELS;

FEATURE EXTRACTION;

EID: 84455208634     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2072298.2071920     Document Type: Conference Paper

References (16)

1. Costa, P.T., and McCrae, R.R. Four ways why five factors are basic. Personality and Individual Differences, 13(6): 653- 665, 1992.
2. Donnellan, M.B., Conger, R.D., and Bryant, C.M. The Big Five and enduring marriages. Journal of Research in Personality, 38: 481-504, 2004.
3. Fleeson, W. Towards a structure- and process-integrated view of personality: Traits as density distributions of states. Journal of Personality and Social Psychology, 80: 1011- 1027, 2001.
4. Gosling, S. D., Rentfrow, P. J., & Swann, W. B., Jr. A Very Brief Measure of the Big Five Personality Domains. Journal of Research in Personality, 37: 504-528, 2003.
5. Hall J., and Watson W. The effects of a normative intervention on group decision-making performance. Human Relations, 23(4): 299-317, 1970.
6. Hall, M. A. Correlation-Based Feature Selection for Discrete and Numeric Class Machine Learning. Proc. 17th Int'l Conf. Machine Learning, 359-366, 2000.
7. Komarraju, M., and Karau, S. J. The relationship between the Big Five personality traits and academic motivation. Personality and Individual Differences, 39: 557-567, 2005.
8. Lepri, B., Subramanian, R., Kalimeri, K., Staiano, J., Pianesi, F., and Sebe, N. Employing Social Gaze and Speaking Activity for Automatic Determination of the Extraversion Trait. In Int'l Conf. on Multimodal Interfaces, 2010.
9. Mairesse F., Walker M.A., Mehl M.R., and Moore R.K. Using Linguistic Cues for the Automatic Recognition of Personality in Conversation and Text. In Journal of Artificial Intelligence Research 30: 457-500, 2007.
10. Pentland, A. Honest Signals. MIT Press, 2008.
11. Pianesi, F., Mana, N., Cappelletti, A., Lepri, B., and Zancanaro, M. Multimodal Recognition of Personality Traits in Social Interactions. In Int'l Conf. on Multimodal Interfaces, 2008.
12. Ramirez, J., Segura, C., Benitez, C., de la Torre, A., and Rubio, A. Efficient voice activity detection algorithms using long-term speech information. Speech Communication. 42(3- 4): 271-287, 2004.
13. Reeves, B., and Nass, C. The Media Equation. University of Chicago Press, 1996.
14. Sigurdsson, J.F. Computer experience, attitudes toward computers and personality characteristics in psychology undergraduates. Personality and Individual Differences, 12(6): 617-624, 1991.
15. Valenti, R., Sebe, N., and Gevers, T. Combining Head Pose and Eye Location Information for Gaze Estimation. In IEEE Trans. Image Processing, 2011.
16. Valenti, R., Staiano, J., Sebe, N., and Gevers, T. Webcambased Visual Gaze Estimation. In Int'l Conference on Image Analysis and Processing, 662-671, 2009.