Abstract: Sparse models for high-dimensional linear regression and machine learning have received substantial attention over the past two decades. Much of the current literature assumes that ...

We discuss a class of chain graph models for categorical variables defined by what we call a multivariate regression chain graph Markov property. First, the set of local independencies of these models ...