Bayesian Network Structure Learning with Integer Programming: Polytopes, Facets, and Complexity

no code implementations • 13 May 2016 • James Cussens, Matti Järvisalo, Janne H. Korhonen, Mark Bartlett

The challenging task of learning structures of probabilistic graphical models is an important problem within modern AI research.

Advances in Bayesian Network Learning using Integer Programming

no code implementations • 26 Sep 2013 • Mark Bartlett, James Cussens

We consider the problem of learning Bayesian networks (BNs) from complete discrete data.