ACM Home Page
Please provide us with feedback. Feedback
Automatic prediction of individual performance from "thin slices" of social behavior
Full text PdfPdf (475 KB)
Source
International Multimedia Conference archive
Proceedings of the seventeen ACM international conference on Multimedia table of contents
Beijing, China
SESSION: Short papers session 2: content analysis and HCM table of contents
Pages 733-736  
Year of Publication: 2009
ISBN:978-1-60558-608-3
Authors
Bruno Lepri  FBK-Irst, Trento, Italy
Nadia Mana  FBK-Irst, Trento, Italy
Alessandro Cappelletti  FBK-Irst, Trento, Italy
Fabio Pianesi  FBK-Irst, Trento, Italy
Sponsor
SIGMULTIMEDIA: ACM Special Interest Group on Multimedia
Publisher
ACM  New York, NY, USA
Bibliometrics
Downloads (6 Weeks): n/a,   Downloads (12 Months): n/a,   Citation Count: 0
Additional Information:

abstract   references   index terms  

Tools and Actions: Request Permissions Request Permissions    Review this Article  
DOI Bookmark: Use this link to bookmark this Article: http://doi.acm.org/10.1145/1631272.1631400
What is a DOI?

ABSTRACT

This paper targets the automatic detection of individual performances in group tasks by means of short sequences, "thin slices", of nonverbal behavior. We designed our task as a classification one. We also investigated the relevance of social context in our task and the effectiveness of our feature selection.


REFERENCES

Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.

 
1
Ambady, N., and Rosenthal, R. 'thin slices' of expressive behaviors as predictors of interpersonal consequences: A meta-analysis. Psychological Bulletin, 111, pp. 256--274, 1992
 
2
Burges, C.J.C., A Tutorial on Support Vector Machines for Pattern Recognition. In Data Mining and Knowledge Discovery, Vol. 2, No. 2, pp. 121--167, 1998
 
3
Carrere, S., and Gottman, J.M. Predicting divorce among newlyweds from the first three minutes of a marital conflict discussion. Family Process, 38, pp. 293--30, 1998
 
4
Chippendale, P. Towards Automatic Body Language Annotation. Proceedings of FG2006 (IEEE), pp. 487--492, Southampton, UK, 2006
 
5
Curhan, J.R., and Pentland, A. 'thin slices' of Negotiation: predicting outcomes from conversational dynamics within the first 5 minutes. Journal of Applied Psychology, Vol. 92, No. 3, pp. 802--811, 2007
 
6
Guyon, I., and Elisseeff, A. An Introduction to Variable and Feature Selection. Journal of Machine Learning Research 3 (2003), pp. 1157--1182, 2003
 
7
Hall, J. W., and Watson, W. H. The Effects of a normative intervention on group decision-making performance. In Human Relations, 23(4), 299--317, 1970
 
8
Hecht, M.A., and LaFrance, M. How fast can I help you? Tone of voice and telephone operator efficiency in interactions. Journal of Applied Social Psychology, 25, pp. 2086--2098, 1995
 
9
Hsu, C.W., and Lin C.-J. A Comparison of Methods for Multi-Class Support Vector Machines. IEEE Transactions on Neural Networks, 13, pp. 415--425, 2002
 
10
Jayagopi, D.B., Ba. S., Odobez, J.M., and Gatica-Perez, D. Predicting Two Facets of Social Verticality in Meetings from Five-Minute Time Slices and Nonverbal Cues. In Proceedings of ICMI08, Chania, October 2008
 
11
Kressel U. Pairwise Classification and Support Vector Machines. In B. Scholkopf, C.J.C. Burges, and A.J. Smola (eds.) Advances in Kernel Methods -- Support Vector Learning. MIT Press, Cambridge, MA, 1999
 
12
Landwehr N., Hall M., and Frank E. Logistic Model Tree. In Machine Learning 59 (1--2) 161--205, 2005
 
13
Lepri, B., Mana., N., Cappelletti, A., Pianesi, F., and Zancanaro, M. Modeling Personality of Participants during Group Interaction. In Proceedings of UMAP09, Trento, Italy, 2009
 
14
Mana, N., Lepri, B., Chippendale, P., Cappelletti, A., Pianesi, F., Svaizer, P, and Zancanaro, M. Multimodal Corpus of Multi-Party Meetings for Automatic Social Behavior Analysis and Personality Traits Detection. In Proceedings of Workshop on Tagging, Mining and Retrieval of Human-Related Activity Information, at ICMI07, Nagoya, Japan, 2007
 
15
Pentland, A. Honest Signals: how they shape our world. MIT Press, 2008
 
16
Pianesi, F., Mana, N., Cappelletti, A., Lepri B., and Zancanaro, M. Multimodal Recognition of Personality Traits in Social Interactions. In Proceedings of ICMI08, Chania, Crete, Greece, 2008
 
17
Platt, J. Fast Training of Support Vector Machines using Sequential Minimal Optimization. Advances in Kernel Methods -- Support Vector Learning, B. Schoelkopf, C. Burges, and A. Smola, eds., MIT Press, 1998
 
18
Raducanu, B., Vitria, J., and Gatica-Perez, D. You are Fired! Nonverbal Role Analysis in Competitive Meetings. In Proceedings IEEE ICASSP09, Taiwan, April, 2009