Sharp Nonparametric Bounds for Decomposition Effects with Two Binary Mediators

DOI10.1080/01621459.2022.2057316arXiv2112.13632OpenAlexW4293236966MaRDI QIDQ6144760

Erin E. Gabriel, Michael C. Sachs, Arvid Sjölander

Publication date: 8 January 2024

Published in: Journal of the American Statistical Association (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2112.13632

zbMATH Keywords

mediation analysiseffect decompositionrandomized trialscausal boundsnatural effects

Mathematics Subject Classification ID

Statistics (62-XX)

Cites Work

• Analytic bounds on causal risk differences in directed acyclic graphs involving three observed binary variables
• Controlled Direct and Mediated Effects: Definition, Identification and Bounds
• Mediation Analysis with Multiple Mediators
• Bounds on controlled direct effects under monotonic assumptions about mediators and confounders
• Generalized Causal Mediation Analysis
• Causal mediation analysis with multiple mediators
• Inconsistency of the Bootstrap when a Parameter is on the Boundary of the Parameter Space
• Nonparametric Analysis of Randomized Experiments with Missing Covariate and Outcome Data
• Causal Bounds for Outcome-Dependent Sampling in Observational Studies

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