Intercausal independence and heterogeneous actorization

A constructive definition of intercausal independence is given. It is well known that conditional independence implies factorization of joint probability. Under the constructive definition, intercausal independence implies factorization of conditional probability. An inference algorithm is developed, which makes use of both conditional independence and intercausal independence to reduce inference complexity in Bayesian networks