Detecting human behavior models from multimodal observation in a smart home

IEEE Transactions on Automation Science and Engineering

Volumn 6, Issue 4, 2009, Pages 588-597

  Brdiczka, Oliver ^a   Langet, Matthieu ^b   Maisonnasse, Jérôme ^b   Crowley, James L ^b  

^a PALO ALTO RESEARCH CENTER   (United States)

^b UNIV GRENOBLE ALPES   (France)

Author keywords

Context awareness; Human centered computing; Individual role detection; Multimodal human behavior modeling and detection; Situation modeling

Indexed keywords

CONTEXT-AWARENESS; HUMAN-CENTERED COMPUTING; INDIVIDUAL ROLE DETECTION; MULTIMODAL HUMAN BEHAVIOR MODELING AND DETECTION; SITUATION MODELING;

BEHAVIORAL RESEARCH; COMPUTER SCIENCE; DETECTORS; SPEECH RECOGNITION;

THREE DIMENSIONAL;

EID: 70350029489     PISSN: 15455955     EISSN: None     Source Type: Journal    
DOI: 10.1109/TASE.2008.2004965     Document Type: Article

References (35)

1. J. Allen, "Maintaining knowledge about temporal intervals," Commun. ACM, vol.26, no.11, pp. 832-843, 1983.
2. P. Bessiere and B. R. Group, Survey: Probabilistic methodology and techniques for artifact conception and development, Tech. Rep. INRIA Rhône-Alpes, Feb. 2003.
3. A. Biosca-Ferrer and A. Lux, "A visual service for distributed environments: A Bayesian 3D person tracker," INRIA, Tech. Rep., 2007.
4. A. F. Bobick, S. S. Intille, J. W. Davis, F. Baird, C. S. Pinhanez, L. W. Campell, Y. A. Ivanov, Schutte, and A. Wilson, "The KidsRoom: A perceptually-based interactive and immersive story environment," Presence (USA), vol.8, no.4, pp. 369-393, 1999.
5. B. Boser, I. Guyon, and V. Vapnik, "A training algorithm for optimal margin classifiers," in Proc. 5th Annu. Workshop on Computational Learning Theory, 1992.
6. O. Brdiczka, P. Reignier, J. L. Crowley, D. Vaufreydaz, and J. Maison- nasse, "Deterministic and probabilistic implementation of context," in Proc. 4th IEEE Int. Conf. Pervasive Comput. Commun. Workshops, 2006, pp. 46-50.
7. O. Brdiczka, J. Maisonnasse, and P. Reignier, "Automatic detection of interaction groups," in Proc. Int. Conf. Multimodal Interfaces, 2005, pp. 32-36.
8. O. Brdiczka, J. Maisonnasse, P. Reignier, and J. L. Crowley, "Learning individual roles from video in a smart home," in Proc. 2nd IEE Int. Conf. Intell. Environ., Athens, Greece, Jul. 2006.
9. O. Brdiczka, D. Vaufreydaz, J. Maisonnasse, and P. Reignier, "Unsupervised segmentation of meeting configurations and activities using speech activity detection," in Proc. 3rd IFIP Conf. Artif. Intell. Ap- plicat. Innov. (AIAI) 2006, Athens, Greece, Jun. 2006, pp. 195-203.
10. B. Brumitt, B. Meyers, J. Krumm, A. Kern, and S. Shafer, "Easy living: Technologies for intelligent environments," in Proc. 2nd Int. Symp. Handheld and Ubiquitous Computing, 2000, vol.1927, Lecture Notes in Computer Science, pp. 12-29.
11. A. Caporossi, D. Hall, P. Reignier, and J. L. Crowley, "Robust visual tracking from dynamic control of processing," in Proc. Int. Workshop on Performance Evaluation for Tracking and Surveillance, 2004, pp. 23-32.
12. C.-C. Chang and C.-J. Lin, LIBSVM: A Library for support vector machines. [Online]. Available: http://www.csie.ntu.edu.tw/~cjlin/libsvm 2001
13. D. J. Cook, M. Youngblood, E. O. Heierman, K. Gopalratnam, S. Rao, A. Litvin, and F. Khawaja, "MavHome: An agent-based smart home," in Proc. 1st IEEE Int. Conf. Pervasive Comput. Commun., 2003.
14. C. Cortes and V. Vapnik, "Support-vector network," Mach. Learn., vol.20, pp. 273-297, 1995.
15. J. Coutaz, J. L. Crowley, S. Dobson, and D. Garlan, "Context is Key," Commun. ACM, vol.48, no.3, pp. 49-53, Mar. 2005.
16. J. L. Crowley, J. Coutaz, G. Rey, and P. Reignier, "Perceptual components for context aware computing," in Proc. 4th Int. Conf. Ubiquitous Comput. , 2002.
17. A. K. Dey, "Understanding and using context," Pers. Ubiquitous Comput. , vol.5, pp. 4-7, 2001.
18. P. Dourish, "What we talk about when we talk about context," Pers. Ubiquitous Comput., vol.8, pp. 19-30, 2004.
19. R. Emonet, D. Vaufreydaz, P. Reignier, and J. Letessier, "O3miscid : An object oriented opensource middleware for service connection, introspection and discovery," in Proc. 1st IEEE Int. Workshop on Services Integration in Pervasive Environments, Jun. 2006.
20. X. D. Huang, Y. Ariki, and M. A. Jack, Hidden Markov Models for Speech Recognition. Edinburgh, U.K.: Edinburgh Univ. Press, 1990.
21. S. W. Loke, "Representing and reasoning with situations for context-aware pervasive computing: A logic programming perspective," Knowledge Eng. Rev., vol.19, no.3, pp. 213-233, 2005.
22. J. Maisonnasse, N. Gourier, O. Brdiczka, and P. Reignier, "Attentional model for perceiving social context in intelligent environments," in Proc. 3rd IFIP Conf. Artificial Intell. Applicat. Innov. (AIAI) 2006, Jun. 2006, pp. 171-178.
23. J. Martin and J.-B. Durand, "Automatic handwriting gestures recognition using hidden Markov models," FG 2000 pp. 403-409.
24. I. McCowan, D. Gatica-Perez, S. Bengio, G. Lathoud, M. Barnard, and D. Zhang, "Automatic analysis of multimodal group actions in meetings," IEEE Trans. Pattern Anal. Machine Intell., vol.27, no.3, pp. 305-317, Mar. 2005, 2005.
25. M. Muehlenbrock, O. Brdiczka, D. Snowdon, and J.-L. Meunier, "Learning to detect user activity and availability from a variety of sensor data," in Proc. 2nd IEEE Int. Conf. Pervasive Comput. Commun., 2004, pp. 13-23.
26. N. Oliver, B. Rosario, and A. Pentland, "A Bayesian computer vision system for modeling human interactions," IEEE Trans. Pattern Anal. Machine Intell., vol.22, no.8, pp. 831-843, 2000.
27. L. A. Rabiner, "A tutorial on hidden Markov models and selected applications in speech recognition," Proc. IEEE, vol.77, no.2, pp. 257-286, 1987.
28. P. Ribeiro and J. Santos-Victor, "Human activity recognition from video: Modeling, feature selection and classification architecture " in Proc. Int. Workshop on Human Activity Recognition and Modelling, 2005.
29. T. E. Starner, "Visual Recognition of american sign language using hidden Markov model," Ph.D. dissertation, MIT Media Laboratory, Perceptual Computing Section, Cambridge, MA, 1995.
30. R. Stiefelhagen, H. Steusloff, and A. Waibel, "CHIL-Computers in the human interaction loop," in Proc. Int. Workshop on Image Analy. for Multimedia Interactive Services, 2004.
31. L. Suchman, Plans and Situated Actions: The Problem of Human-Ma- chine Communication. Cambridge, MA: Cambridge Univ. Press, 1987.
32. D. Vaufreydaz, "IST-2000-28323 FAME: Facilitating agent for multicultural exchange (WP4)," Eur. Commission Project IST-2000-28323, Oct. 2001, 2001.
33. M. Weiser, Ubiquitous Computing: Definition 1. [Online]. Available: http://www.ubiq.com/hypertext/weiser/UbiHome.html 1996
34. S. Zaidenberg, O. Brdiczka, P. Reignier, and J. L. Crowley, "Learning context models for the recognition of scenarios," in Proc. 3rd IFIP Conf. Artif. Intell. Applicat. Innov., 2006, pp. 86-97.
35. D. Zhang, D. Gatica-Perez, S. Bengio, I. McCowan, and G. Lathoud, "Multimodal group action clustering in meetings," in Proc. Int. Workshop on Video Surveillance Sensor Networks, 2004.