Exploiting Causality for Selective Belief Filtering in Dynamic Bayesian Networks

Stefano V. Albrecht, Subramanian Ramamoorthy

Dynamic Bayesian networks (DBNs) are a general model for stochastic processes with partially observed states. Belief filtering in DBNs is the task of inferring the belief state (i.…