Out-Tree Dependent Nonparametric Bayesian Inference

A variational Bayesian estimator is proposed that integrates over parameters of a condi- tional model of a datum given its parent as well as all parent-to-child out-tree connectiv- ity structures. The approach yields Bayesian inference in a nonparametric setting.