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Latent-free equivalent mDAGs

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arxiv 2209.06534 v3 pith:QGQXP5VL submitted 2022-09-14 math.ST stat.TH

classification math.STstat.TH
keywords equivalentmodelacyclicanotherconstraintsdirecteddiscretedistributionally
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We show that the marginal model for a discrete directed acyclic graph (DAG) with hidden variables is distributionally equivalent to another fully observable DAG model if and only if it does not induce any non-trivial inequality constraints.

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Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. The Observational Partial Order of Causal Structures with Latent Variables

    stat.ML 2025-02 conditional novelty 8.0 of 10

    For causal structures with latent variables and a fixed node order, the paper fully determines the observational dominance order at three visible nodes and bounds it at four nodes, showing that most equivalence classe...

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