TY - GEN
T1 - Behavior-analysis and -prediction for agents in real-time and dynamic adversarial environments
AU - Rachuy, Carsten
AU - Visser, Ubbo
PY - 2010/1/1
Y1 - 2010/1/1
N2 - We present an approach for recognition and subsequent prediction of spatio-temporal patterns in a physical real-time environment. The motivation is to provide a domain-independent approach for the analysis of agent's behavior in adversarial multi-agent scenarios. The goal is to create an opponent- specific model, which is used for behavior prediction. We develop a framework for representing a set of hierarchically structured facts, events and actions using temporal logic. Recognition, learning, and prediction is performed using a probabilistic approach utilizing Bayesian Networks. The system is applied to the domain of the RoboCup 3D Simulation League and evaluated with regard to the recognition-, prediction- and realtime capabilities.
AB - We present an approach for recognition and subsequent prediction of spatio-temporal patterns in a physical real-time environment. The motivation is to provide a domain-independent approach for the analysis of agent's behavior in adversarial multi-agent scenarios. The goal is to create an opponent- specific model, which is used for behavior prediction. We develop a framework for representing a set of hierarchically structured facts, events and actions using temporal logic. Recognition, learning, and prediction is performed using a probabilistic approach utilizing Bayesian Networks. The system is applied to the domain of the RoboCup 3D Simulation League and evaluated with regard to the recognition-, prediction- and realtime capabilities.
UR - http://www.scopus.com/inward/record.url?scp=77956015192&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=77956015192&partnerID=8YFLogxK
U2 - 10.3233/978-1-60750-606-5-979
DO - 10.3233/978-1-60750-606-5-979
M3 - Conference contribution
AN - SCOPUS:77956015192
SN - 9781607506058
T3 - Frontiers in Artificial Intelligence and Applications
SP - 979
EP - 980
BT - ECAI 2010
PB - IOS Press
T2 - 2nd Workshop on Knowledge Representation for Health Care, KR4HC 2010, held in conjunction with the 19th European Conference in Artificial Intelligence, ECAI 2010
Y2 - 17 August 2010 through 17 August 2010
ER -