Agent-Oriented Incremental Team and Activity Recognition

Masato, Daniele; Norman, Timothy J.; Vasconcelos, Wamberto Weber; Sycara, Katia P.

doi:10.5591/978-1-57735-516-8/IJCAI11-237

Agent-Oriented Incremental Team and Activity Recognition

Daniele Masato, Timothy J. Norman, Wamberto Weber Vasconcelos, Katia P. Sycara

Download BibTeX Cite

Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence. Pages 1402-1406.

https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-237

Abstract

Monitoring team activity is beneficial when human teams cooperate in the enactment of a joint plan. Monitoring allows teams to maintain awareness of each other's progress within the plan and it enables anticipation of information needs. Humans find this difficult, particularly in time-stressed and uncertain environments. In this paper we introduce a probabilistic model, based on Conditional Random Fields, to automatically recognise the composition of teams and the team activities in relation to a plan. The team composition and activities are recognised incrementally by interpreting a stream of spatio-temporal observations.

Daniele Masato, Timothy J. Norman, Wamberto Weber Vasconcelos, and Katia P. Sycara. 2011. Agent-Oriented Incremental Team and Activity Recognition. In Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11. IJCAI, 1402–1406. https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-237

@inproceedings{ijcai2011p237,
  title     = {Agent-Oriented Incremental Team and Activity Recognition},
  author    = {Masato, Daniele and Norman, Timothy J. and Vasconcelos, Wamberto Weber and Sycara, Katia P.},
  booktitle = {Proceedings of the Twenty-Second International Joint Conference on
               Artificial Intelligence, {IJCAI-11}},
  publisher = {AAAI Press/International Joint Conferences on Artificial Intelligence},
  editor    = {Toby Walsh},
  pages     = {1402--1406},
  year      = {2011},
  month     = {7},
  doi       = {10.5591/978-1-57735-516-8/IJCAI11-237},
  url       = {https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-237},
}

TY  - CPAPER
TI  - Agent-Oriented Incremental Team and Activity Recognition
AU  - Masato, Daniele
AU  - Norman, Timothy J.
AU  - Vasconcelos, Wamberto Weber
AU  - Sycara, Katia P.
T2  - Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11
PB  - AAAI Press/International Joint Conferences on Artificial Intelligence
PY  - 2011
SP  - 1402
EP  - 1406
DO  - 10.5591/978-1-57735-516-8/IJCAI11-237
UR  - https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-237
ER  -