Latent-free equivalent mDAGs

09/14/2022

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by   Robin J. Evans, et al.

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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.