TY - GEN
T1 - Modeling human-agent interaction using bayesian network technique
AU - Nakano, Yukiko
AU - Murata, Kazuyoshi
AU - Enomoto, Mika
AU - Arimoto, Yoshiko
AU - Asa, Yasuhiro
AU - Sagawa, Hirohiko
PY - 2008
Y1 - 2008
N2 - Task manipulation is direct evidence of understanding, and speakers adjust their utterances that are in progress by monitoring listener's task manipulation. Aiming at developing animated agents that control multimodal instruction dialogues by monitoring users' task manipulation, this paper presents a probabilistic model of fine-grained timing dependencies among multimodal communication behaviors. Our preliminary evaluation demonstrated that our model quite accurately judges whether the user understand the agent's utterances and predicts user's successful mouse manipulation, suggesting that the model is useful in estimating user's understanding and can be applied to determining the next action of an agent.
AB - Task manipulation is direct evidence of understanding, and speakers adjust their utterances that are in progress by monitoring listener's task manipulation. Aiming at developing animated agents that control multimodal instruction dialogues by monitoring users' task manipulation, this paper presents a probabilistic model of fine-grained timing dependencies among multimodal communication behaviors. Our preliminary evaluation demonstrated that our model quite accurately judges whether the user understand the agent's utterances and predicts user's successful mouse manipulation, suggesting that the model is useful in estimating user's understanding and can be applied to determining the next action of an agent.
UR - http://www.scopus.com/inward/record.url?scp=49949116749&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=49949116749&partnerID=8YFLogxK
U2 - 10.1007/978-3-540-78197-4_2
DO - 10.1007/978-3-540-78197-4_2
M3 - Conference contribution
AN - SCOPUS:49949116749
SN - 354078196X
SN - 9783540781967
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 5
EP - 12
BT - New Frontiers in Artificial Intelligence - JSAI 2007 Conference and Workshops, Revised Selected Papers
T2 - 21st Annual Conference of The Japanese Society for Artificial Intelligence, JSAI 2007
Y2 - 18 June 2007 through 22 June 2007
ER -