Conditional Separation as a Binary Relation.
Résumé
The concept of d-separation holds a pivotal role in causality theory, serving
as a fundamental tool for deriving conditional independence properties from
causal graphs. Pearl defined the d-separation of two subsets conditionally on
a third one. In this study, we present a novel perspective by showing
i) how the d-separation can be extended beyond acyclic graphs,
possibly infinite, and ii) how it can be
expressed and characterized as a binary relation between vertices. Compared
to the typical perspectives in causality theory, our equivalence opens the
door to more compact and computational proofing techniques, because the
language of binary relations is well adapted to equational reasoning.
Additionally, and of independent interest, the proofs
of the results presented in this paper are checked with the Coq proof
assistant.
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