Automatic prediction of friendship via multi-model dyadic features

SIGDIAL 2013 - 14th Annual Meeting of the Special Interest Group on Discourse and Dialogue, Proceedings of the Conference

Volumn , Issue , 2013, Pages 51-60

  Yu, Zhou ^a   Gerritsen, David ^a   Ogan, Amy ^a   Black, Alan W ^a   Cassell, Justine ^a  

^a Carnegie Mellon University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATIC PREDICTION; COMPUTATIONAL MODEL; LINEAR MODELING; LOW-LEVEL FEATURES; MULTI CHANNEL; MUTUAL GAZES; NON-VERBAL FEATURES; PEER TUTORING;

EID: 84987875828     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (43)

1. Ambady, N., Krabbenhoft, M. A. & Hogan, D. (2006). The 30-sec sale: Using thin-slice judgments to evaluate sales effectiveness. Journal of Consumer Psychology, 16(1), 4-13.
2. Argyle, M. & Dean, J. (1965). Eye-contact, distance and affiliation. Sociometry, 28(3), 289-304.
3. Azmitia, M. & Montgomery, R. (1993). Friendship, transactive dialogues, and the development of scientific reasoning. Social Development, 2(3), 202-221.
4. Baker, R. E., Gill, A. J., & Cassell, J. (2008). Reactive redundancy and listener comprehension in direction-giving. In Proceedings of the 9th SIGdial Workshop on Discourse and Dialogue (pp. 37-45).
5. Brooks, M. (1989). Instant rapport (p. 205). New York: Warner Books.
6. Berg, B. L. (1989). Qualitative research methods for the social sciences. Boston: Allyn and Bacon.
7. Bernieri, F. J. (1988). Coordinated movement and rapport in teacher-student interactions. Journal of Nonverbal Behavior, 12(2), 120-138.
8. Bickmore, T. W. & Picard, R. W. (2005). Establishing and maintaining long-term human-computer relationships. ACM Transactions on Computer-Human Interaction, 12(2), 293-327.
9. Bickmore, T. W., Pfeifer, L., & Schuman, D. (2011). Relational agents improve engagement and learning in science museum visitors. In Intelligent Virtual Agents (pp. 55-67). Reykjavik.
10. Bolinger, D. (1986). Intonation and its parts: Melody in spoken English. Stanford, CA: Stanford University Press.
11. Burgoon, J. K. & Hale, J. L. (1988). Nonverbal expectancy violations: Model elaboration and application to immediacy behaviors. Communications Monographs, (May 2013), 37-41.
12. Cappella, J. N. & Pelachaud, C. (2002). Rules for responsive robots: Using human interactions to build virtual interactions. In Reis, Firzpatrick, & Vangelisti (Eds.), Stability and change in relationships. New York, NY: Cambridge University Press.
13. Cassell, J. (2000). Nudge nudge wink wink: Elements of face-to-face conversation for embodied conversational agents. In J. Cassell, J. Sullivan, S. Prevost, & E. Churchill (Eds.), Embodied conversational agents (pp. 1-27). MIT Press.
14. Cassell, J., Gill, A. J., & Tepper, P. A. (2007). Coordination in conversation and rapport. Proceedings of the ACL Workshop on Embodied Natural Language, 40-50.
15. Cassell, J., Bickmore, T. W., Campbell, L., Vilhjálmsson, H. H., & Yan, H. (2001). More than just a pretty face: Conversational protocols and the affordances of embodiment. Knowledge-Based Systems, 14(1-2), 55-64.
16. Cassell, J. & Bickmore, T. W. (2003). Negotiated collusion: Modeling social language and its relationship effects in intelligent agents. User Modeling and User-Adapted Interaction, 13(1), 89-132.
17. Chen, X., Lin, Q., Kim, S., Carbonell, J. G., & Xing, E. P. (2012). Smoothing proximal gradient method for general structured sparse regression. The Annals of Applied Statistics, 6(2), 719-752.
18. Cortes, C. & Vapnik, V. (1995). Support-vector networks. Machine Learning, 20(3), 273-297.
19. Fan, R., Chang, K., Hsieh, C., Wang, X., & Lin, C. (2008). LIBLINEAR: A library for large linear classification. The Journal of Machine Learning Research, 9, 1871-1874.
20. Fantuzzo, J., Riggio, R., Connelly, S., & Dimeff, L. (1989). Effects of reciprocal peer tutoring on academic achievement and psychological adjustment: A component analysis. Journal of Educational Psychology, 81(2), 173-177.
21. Fukunaga, K. (1990). Introduction to Statistical Pattern Recognition, Second Edition (2nd ed., p. 592). San Diego, CA: Academic Press.
22. Gatica-Perez, D. (2009). Automatic nonverbal analysis of social interaction in small groups: A review. Image and Vision Computing, 27(12), 1775-1787.
23. Granovetter, M. S. (1973). The strength of weak ties. American Journal of Sociology, 78(6), 1360-1380.
24. Gratch, J., Okhmatovskaia, A., Lamothe, F., Marsella, S., Morales, M., van der Werf, R. J., & Morency, L.-P. (2006). Virtual rapport. In Intelligent Virtual Agents (pp. 14-27). Springer Berlin/Heidelberg.
25. Hall, J. A., DiMatteo, M. R., Rogers, P. L., & Archer, D. (1979). Sensitivity to nonverbal communication: The PONS test. Baltimore, MD: Johns Hopkins University Press.
26. Harrigan, J. A., Oxman, T. E., & Rosenthal, R. (1985). Rapport expressed through nonverbal behavior. Journal of Nonverbal Behavior, 9, 95-110.
27. Harrigan, J. A. & Rosenthal, R. (1983). Physicians' head and body positions as determinants of perceived rapport. Applied Social Psychology, 13(6), 496-509.
28. Liu, J., Ji, S., & Ye, J. (2009). Multi-task feature learning via efficient l2, 1-norm minimization. In Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence (pp. 339-348). AUAI Press.
29. Nakano, Y. I., Reinstein, G., Stocky, T., & Cassell, J. (2003). Towards a model of face-to-face grounding. In Proceedings of the 41st Annual Meeting on Association for Computational Linguistics. ACL'03 (Vol. 1, pp. 553-561). Sapporo: Association for Computational Linguistics.
30. Nakano, Y. I. & Ishii, R. (2010). Estimating user's engagement from eye-gaze behaviors in humanagent conversations. In Proceedings of the 15th international conference on Intelligent user interfaces. IUI'10 (pp. 139-148). Hong Kong: ACM Press.
31. Ogan, A., Finkelstein, S., Walker, E., Carlson, R., & Cassell, J. (2012). Rudeness and rapport: Insults and learning gains in peer tutoring. In Proceedings of the 11 International Conference on Intelligence Tutoring Systems (ITS 2012).
32. Prepin, K., Ochs, M., & Pelachaud, C. (2012). Mutual stance building in dyad of virtual agents: Smile alignment and synchronisation. In Privacy, Security, Risk and Trust (PASSAT), 2012 International Conference on Social Computing (SocialCom) (pp. 938-943).
33. Schuller, B., Steidl, S., Batliner, A., Nöth, E., Vinciarelli, A., Burkhardt, F., Weiss, B. (2012). The INTERSPEECH 2012 speaker trait challenge. In Proceedings of the 13th Annual Conference of the International Speech Communication Association (INTERSPEECH 2012). Portland, OR: ISCA.
34. Steidl, S., Polzehl, T., Bunnell, H. T., Dou, Y., Muthukumar, P. K., Perry, Metze, F. (2012). Emotion identification for evaluation of synthesized emotional speech. In Proceedings of the 6th International Conference on Speech Prosody 2012 (pp. 4-7). Shanghai: Tongji University Press.
35. Stronks, B., Nijholt, A., van Der Vet, P., Heylen, D., & Machado, A. (2002). Designing for friendship: Becoming friends with your ECA. In A. Marriott, C. Pelachaud, T. Rist, Z. M. Ruttkay, & H. Vilhjalmsson (Eds.), Workshop on Embodied Conversational Agents - Let's specify and evaluate them!, AMAAS 2002 (pp. 91-96). Bologna: AMAAS.
36. Tickle-Degnen, L. & Rosenthal, R. (1990). The nature of rapport and its nonverbal correlates. Psychological Inquiry, 1(4), 285-293.
37. Vardoulakis, L. P., Ring, L., Barry, B., Sidner, C. L., & Bickmore, T. W. (2012). Designing relational agents as long term social companions for older adults. In Y. Nakano, M. Neff, A. Paiva, & M. Walker (Eds.), Intelligent Virtual Agents (pp. 289-302). Santa Cruz, CA: Springer Berlin Heidelberg.
38. Vinciarelli, A., Pantic, A., Bourlard, H. (2009) Social signal processing: Survey of an emerging domain. Image and Vision Computing, (27)12, 1743-1759.
39. Ward, N. (2006). Non-Lexical Conversational Sounds in American English. Pragmatics and Cognition, (14)1, 113-184.
40. Wang, W. Y., Finkelstein, S., Ogan, A., Black, A. W., & Cassell, J. (2012). "Love ya, jerkface": Using sparse log-linear models to build positive (and impolite) relationships with teens. In Proceedings of the 13th Annual SIGDIAL Meeting on Discourse and Dialogue (pp. 20-29). Seoul, South Korea.
41. Yang, Y., Shen, H. T., Ma, Z., Huang, Z., & Zhou, X. (2010). l2,1-regularized discriminative feature selection for unsupervised learning. In Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence (pp. 1589-1594). AAAI Press.
42. Youniss, J. (1982). Parents and peers in social development: A Sullivan-Piaget perspective. University of Chicago Press.
43. Yuan, M. & Lin, Y. (2007), Model selection and estimation in regression with grouped variables. Journal of the Royal Statistical Society, Series B 68(1), 49-67.