On the Relationship between Bayesian Networks and Probabilistic Structural Causal Models

Peter J. F. Lucas, Eleonora Zullo, Fabio Stella

In this paper, the relationship between probabilistic graphical models, in particular Bayesian networks, and causal diagrams, also called structural causal models, is studied. Stru…