English

From Relational Databases to Belief Networks

Artificial Intelligence 2013-03-26 v1

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.

Keywords

Cite

@article{arxiv.1303.5756,
  title  = {From Relational Databases to Belief Networks},
  author = {Wilson X. Wen},
  journal= {arXiv preprint arXiv:1303.5756},
  year   = {2013}
}

Comments

Appears in Proceedings of the Seventh Conference on Uncertainty in Artificial Intelligence (UAI1991)

R2 v1 2026-06-21T23:46:55.784Z