TY - JOUR
T1 - Group interaction analysis in dynamic context
AU - Dai, Peng
AU - Di, Huijun
AU - Dong, Ligeng
AU - Tao, Linmi
AU - Xu, Guangyou
PY - 2008/2
Y1 - 2008/2
N2 - Computer understanding of human actions and interactions is one of the key research issues in human computing. In this regard, context plays an essential role in semantic understanding of human behavioral and social signals from sensor data. This paper put forward an event-based dynamic context model to address the problems of context awareness in the analysis of group interaction scenarios. Event-driven multilevel dynamic Bayesian network is correspondingly proposed to detect multilevel events, which underlies the context awareness mechanism. Online analysis can be achieved, which is superior over previous works. Experiments in our smart meeting room demonstrate the effectiveness of our approach.
AB - Computer understanding of human actions and interactions is one of the key research issues in human computing. In this regard, context plays an essential role in semantic understanding of human behavioral and social signals from sensor data. This paper put forward an event-based dynamic context model to address the problems of context awareness in the analysis of group interaction scenarios. Event-driven multilevel dynamic Bayesian network is correspondingly proposed to detect multilevel events, which underlies the context awareness mechanism. Online analysis can be achieved, which is superior over previous works. Experiments in our smart meeting room demonstrate the effectiveness of our approach.
KW - Dynamic Bayesian network (DBN)
KW - Dynamic context model
KW - Group interaction analysis
KW - Meeting analysis
UR - http://www.scopus.com/inward/record.url?scp=39649116026&partnerID=8YFLogxK
U2 - 10.1109/TSMCB.2007.909939
DO - 10.1109/TSMCB.2007.909939
M3 - Article
C2 - 18270099
AN - SCOPUS:39649116026
SN - 1083-4419
VL - 38
SP - 275
EP - 282
JO - IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
JF - IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
IS - 1
ER -