Derivation graphs characterize the space of do-calculus equivalent interventional expressions, enable identification with at most four rule applications, and yield multiple valid estimands for improved efficiency.
and Ribeiro, Adele H
2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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Develops graphical conditions for recovering joint distributions and macro causal effects from cluster-level missingness models (m-C-DMG and cm-C-DMG) and studies compatibility with underlying variable-level mechanisms.
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Unveiling the Structure of Do-Calculus Reasoning via Derivation Graphs
Derivation graphs characterize the space of do-calculus equivalent interventional expressions, enable identification with at most four rule applications, and yield multiple valid estimands for improved efficiency.
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Missing data and cluster graphs: cluster-level missingness vs variable-level missingness
Develops graphical conditions for recovering joint distributions and macro causal effects from cluster-level missingness models (m-C-DMG and cm-C-DMG) and studies compatibility with underlying variable-level mechanisms.