From Relational Databases to Belief Networks
arXiv:1303.5756
Abstract
The relationship between belief networks and relational databases is examined. Based on this analysis, a method to construct belief networks automatically from statistical relational data is proposed. A comparison between our method and other methods shows that our method has several advantages when generalization or prediction is deeded.
Appears in Proceedings of the Seventh Conference on Uncertainty in Artificial Intelligence (UAI1991)