Learning Bounded Treewidth Bayesian Networks with Thousands of Variables

Mauro Scanagatta, Giorgio Corani, Cassio P. de Campos +1

We present a method for learning treewidth-bounded Bayesian networks from data sets containing thousands of variables. Bounding the treewidth of a Bayesian greatly reduces the comp…