We present a research project to develop learning algorithms for a particular knowledge representation formalism known as Bayesian (or belief) networks. The goal is to be able to nd a Bayesian network tting the data and coherent with a prior Bayesian network, which encompasses the expert's beliefs about data. The expert's Bayesian network necessarily gets… (More)