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Computer Science > Discrete Mathematics

Title: Conditional Separation as a Binary Relation. A Coq Assisted Proof

Abstract: 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.
Subjects: Discrete Mathematics (cs.DM)
Cite as: arXiv:2108.03018 [cs.DM]
  (or arXiv:2108.03018v3 [cs.DM] for this version)

Submission history

From: Jean-Philippe Chancelier [view email]
[v1] Fri, 6 Aug 2021 09:31:23 GMT (42kb)
[v2] Thu, 28 Mar 2024 09:45:21 GMT (560kb,D)
[v3] Tue, 2 Apr 2024 13:44:09 GMT (560kb,D)

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