Markov Properties for Graphical Models with Cycles and Latent Variables

Patrick Forré, Joris M. Mooij

We investigate probabilistic graphical models that allow for both cycles and latent variables. For this we introduce directed graphs with hyperedges (HEDGes), generalizing and comb…