A new thinking came about in the early ’80s when we changed from rule-based systems to a Bayesian network. Bayesian networks are probabilistic reasoning systems. An expert will put in his or her perception of the domain. A domain can be a disease, or an oil field—the same target that we had for expert systems. 

www.edge.org/conversation/judea_pearl-engines-of-evidence