Original: A Bayesian network, belief network or directed acyclic graphical model is a probabilistic graphical model that represents a set of random variables and their conditional dependences via a directed acyclic graph (DAG).
Simplified: A Bayesian network is a kind of graph which is used to model events that can not be observed.