Abstract: From the initial stage of probabilistic Bayesian network construction to the flourishing stage of causal Bayesian network structure learning, this paper firstly reviews Bayesian network structure learning. Then its current problems, related researches and prospects are discussed. It is worth of pointing out that the research of Bayesian network structure learning is becoming the mainstream in the field of causal data mining.