A generative score space for statistical dialog characterization in social signalling

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6218 LNCS, Issue , 2010, Pages 630-639

  Pesarin, Anna ^a   Calanca, Paolo ^a,b   Murino, Vittorio ^a   Cristani, Marco ^a,b  

^a UNIVERSITY OF VERONA   (Italy)

^b ISTITUTO ITALIANO DI TECNOLOGIA   (Italy)

Author keywords

dialogue analysis; observed influence model; social signalling

Indexed keywords

CLASSIFICATION PERFORMANCE; DIALOGUE ANALYSIS; FIRST-ORDER; GENERATIVE MODEL; HIGHER ORDER; JOINT ATTENTION; OBSERVED INFLUENCE MODEL; RECOGNITION STRATEGIES; SOCIAL SIGNALLING; SPOKEN WORDS; STANDARD PATTERN; TURN-TAKING;

MARKOV PROCESSES; SPEECH COMMUNICATION; SYNTACTICS;

PATTERN RECOGNITION;

EID: 77958477630     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-14980-1_62     Document Type: Conference Paper

References (22)

1. Pantic, M., Pentland, A., Nijholt, A.: Special issue on human computing. IEEE Trans. on Systems, Man, and Cybernetics, Part B 39 (1) (2009)
2. Vinciarelli, A., Pantic, M., Bourlard, H.: Social signal processing: Survey of an emerging domain. Image and Vision Computing 27(12), 1743-1759 (2009)
3. Ambady, N., Rosenthal, R.: Thin slices of expressive behavior as predictors of interpersonal consequences: A meta-analysis. Psychological Bulletin 11(2), 256-274 (1992)
4. Jayagopi, D., Hung, H., Yeo, C., Gatica-Perez, D.: Modeling dominance in group conversations using nonverbal activity cues. Trans. Audio, Speech and Lang. Proc. 17(3), 501-513 (2009)
5. Choudhury, T., Basu, S.: Modeling conversational dynamics as a mixed-memory markov process. In: Saul, L. K., Weiss, Y., Bottou, L. (eds.) Advances in Neural Information Processing Systems 17, pp. 281-288. MIT Press, Cambridge (2005)
6. Vinciarelli, A.: Speakers role recognition in multiparty audio recordings using social network analysis and duration distribution modeling.. IEEE Transactions on Multimedia 9(6), 1215-1226 (2007)
7. Basu, S., Choudhury, T., Clarkson, B., Pentland, A.: Learning human interaction with the influence model. MIT MediaLab, Tech. Rep. 539 (2001)
8. Pentland, A.: Social signal processing. IEEE Signal Processing Magazine 24(4), 108-111 (2007)
9. Curhan, J., Pentland, A.: Thin slices of negotiation: Predicting outcomes from conversational dynamics within the first five minutes.. Journal of Applied Psychology 92, 802-811 (2007)
10. Cristani, M., Pesarin, A., Drioli, C., Perina, A., Tavano, A., Murino, V.: Auditory dialog analysis and understanding by generative modelling of interactional dynamics. In: Second IEEE Workshop on CVPR4HB, Miami, Florida (2009)
11. Zhang, D., Gatica-Perez, D., Bengio, S., McCowan, I., Lathoud, G.: Modeling individual and group actions in meetings with layered hmms. IEEE Transactions on Multimedia (May 2005)
12. Asavathiratham, C.: A tractable representation for the dynamics of networked markov chain. Ph. D. dissertation, Dept. of ECS, MIT (2000)
13. Saul, L., Jordan, M.: Mixed memory markov models: Decomposing complex stochastic processes as mixtures of simpler ones. Machine Learning 37(1), 75-87 (1999)
14. Jaakkola, T., Haussler, D.: Exploiting generative models in discriminative classifiers. In: Proceedings of the 1998 conference on Advances in neural information processing systems II, pp. 487-493. MIT Press, Cambridge (1999)
15. Tsuda, K., Kawanabe, M., Rätsch, G., Sonnenburg, S., Müller, K.: A new discriminative kernel from probabilistic models. Neural Comput. 14(10), 2397-2414 (2002)
16. Bicego, M., Pekalska, E., Tax, D., Duin, R.: Component-based discriminative classification for hidden markov models. Pattern Recogn. 42(11), 2637-2648 (2009)
17. Perina, A., Cristani, M., Castellani, U., Murino, V., Jojic, N.: Free energy score space. In: Advances in Neural Information Processing Systems, vol. 22, pp. 1428-1436 (2009)
18. Duda, R., Hart, P., Stork, D.: Pattern Classification. John Wiley and Sons, Chichester (2001)
19. Smith, N., Gales, M.: Speech recognition using svms. In: NIPS, pp. 1197-1204 (2001)
20. Duin, R., Juszczak, P., Paclík, P., Pekalska, E., DeRidder, D., Tax, D.: Prtools version 4.1: A matlab toolbox for pattern recognition. Internet (2004), http://www.prtools.org
21. Fukunaga, K.: Statistical Pattern Recognition, 2nd edn. Academic Press, London (1990)
22. Lissack, T., Fu, K.: Error estimation in pattern recognition via l-distance between posterior density functions. IEEE Trans. Inform. Theory 22, 34-35 (1976)