Conditional Separation as a Binary Relation. A Coq Assisted Proof - Archive ouverte HAL
Pré-Publication, Document De Travail Année : 2024

Conditional Separation as a Binary Relation. A Coq Assisted Proof

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.
Fichier principal
Vignette du fichier
preprint_Conditional_Separation_Binary_Relation_Coq_v2.pdf (891.32 Ko) Télécharger le fichier
Origine Fichiers produits par l'(les) auteur(s)

Dates et versions

hal-03315809 , version 1 (06-08-2021)
hal-03315809 , version 2 (27-03-2024)
hal-03315809 , version 3 (28-03-2024)

Identifiants

Citer

Jean-Philippe Chancelier, Michel de Lara, Benjamin Heymann. Conditional Separation as a Binary Relation. A Coq Assisted Proof. 2024. ⟨hal-03315809v2⟩
171 Consultations
146 Téléchargements

Altmetric

Partager

More