Structure recovery for partially observed discrete Markov random fields on graphs under not necessarily positive distributions

Florencia Leonardi, Rodrigo R. S. Carvalho

We propose a penalized pseudo-likelihood criterion to estimate the graph of conditional dependencies in a discrete Markov random field that can be partially observed. We prove the…