Abstract: The data dependency, computation complexity and lection of Influence diagrams. Based on the decomposition of non-probability relation problems are faced by model seInfluence diagrams, a PS-EM algorithm is presented for learning the probability structures

Key words: Influence diagrams, Structural EM algorithm, BP neural network, Minimum description length scoring