Ontology highlight
ABSTRACT:
SUBMITTER: Lee JD
PROVIDER: S-EPMC4465824 | biostudies-literature | 2015 Jan
REPOSITORIES: biostudies-literature
Journal of computational and graphical statistics : a joint publication of American Statistical Association, Institute of Mathematical Statistics, Interface Foundation of North America 20150101 1
We consider the problem of learning the structure of a pairwise graphical model over continuous and discrete variables. We present a new pairwise model for graphical models with both continuous and discrete variables that is amenable to structure learning. In previous work, authors have considered structure learning of Gaussian graphical models and structure learning of discrete models. Our approach is a natural generalization of these two lines of work to the mixed case. The penalization scheme ...[more]