A Constructive Bayesian Approach for Vehicle Monitoring

A key component of a vehicle monitoring system is uncertainty management Bayesian networks BN emerged as a normative and e ective formalism for uncertain reasoning in many AI tasks Since a priori modeling of the domain into a BN is impractical due to the vast interpretation space the BN formalism has been considered inapplicable to this type of task We propose a framework in which the BN formalism can be applied to vehicle monitoring The frame work explores domain decomposition model separa tion model approximation model compilation and re analysis Experimental implementation demon strated good performance at near realtime