Causal inference with a graphical hierarchy of interventions

DOI10.1214/15-AOS1411zbMath1361.62029arXiv1411.2127OpenAlexW2963887880WikidataQ45304261 ScholiaQ45304261MaRDI QIDQ510675

Ilya Shpitser, Eric J. Tchetgen Tchetgen

Publication date: 13 February 2017

Published in: The Annals of Statistics (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1411.2127

zbMATH Keywords

identificationgraphical modelscausal inferencemediation analysis

Mathematics Subject Classification ID

Multivariate analysis (62H99) Characterization and structure theory for multivariate probability distributions; copulas (62H05)

Related Items (6)

Discussion on “Causal mediation of semicompeting risks” by Yen‐Tsung Huang ⋮ Causal Fairness Analysis: A Causal Toolkit for Fair Machine Learning ⋮ On parametrization, robustness and sensitivity analysis in a marginal structural Cox proportional hazards model for point exposure ⋮ A Note on Formulae for Causal Mediation Analysis in an Odds Ratio Context ⋮ Defining causal mediation with a longitudinal mediator and a survival outcome ⋮ Mediation analysis with attributable fractions

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