Finding Optimal Bayesian Networks with Local Structure

Topi Talvitie, Ralf Eggeling, Mikko Koivisto

Abstract: The idea of using decision trees as local models in Bayesian networks is revisited. A class of dyadic decision trees—proposed previously only for continuous conditioning variables—is augmented by i...