Pearl, Judea - In: Journal of Causal Inference 2 (2014) 2, pp. 243-248
Abstract Augmenting the graphoid axioms with three additional rules enables us to handle independencies among observed as well as counterfactual variables. The augmented set of axioms facilitates the derivation of testable implications and ignorability conditions whenever modeling assumptions...