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 - 2009
Y1 - 2009
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 - https://www.scopus.com/pages/publications/61549104478
U2 - 10.1109/TSMCB.2008.2009559
DO - 10.1109/TSMCB.2008.2009559
M3 - Article
AN - SCOPUS:61549104478
SN - 1083-4419
VL - 39
SP - 34
EP - 42
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 -