Incorporating Type II Error Probabilities from Independence Tests into Score-Based Learning of Bayesian Network Structure

Eliot Brenner, David Sontag

We give a new consistent scoring function for structure learning of Bayesian networks. In contrast to traditional approaches to score-based structure learning, such as BDeu or MDL,…