Bounds on Direct Effects in the Presence of Confounded Intermediate Variables

DOI10.1111/j.1541-0420.2007.00949.xzbMath1274.62737OpenAlexW1996850416WikidataQ46830955 ScholiaQ46830955MaRDI QIDQ3530085

Judea Pearl, Jin Tian, Manabu Kuroki, Zhihong Cai

Publication date: 15 October 2008

Published in: Biometrics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1111/j.1541-0420.2007.00949.x

Mathematics Subject Classification ID

Applications of statistics to biology and medical sciences; meta analysis (62P10) Linear programming (90C05)

Related Items (19)

Causal Bounds for Outcome-Dependent Sampling in Observational Studies ⋮ Marginal structural models for estimating principal stratum direct effects under the monotonicity assumption ⋮ Bounds on average controlled direct effects with an unobserved response variable ⋮ Controlled Direct and Mediated Effects: Definition, Identification and Bounds ⋮ Statistical Analysis of ‘Probabilities of Causation’ Using Co-variate Information ⋮ Causal measures of the treatment effect captured by candidate surrogate endpoints ⋮ Proportion of treatment effect mediated by surrogate endpoints ⋮ Bounds on direct and indirect effects under treatment/mediator endogeneity and outcome attrition ⋮ A General Method for Deriving Tight Symbolic Bounds on Causal Effects ⋮ Medical diagnostic test based on the potential test result approach: bounds and identification ⋮ Estimating the principal stratum direct effect when the total effects are consistent between two standard populations ⋮ Bounds on controlled direct effects under monotonic assumptions about mediators and confounders ⋮ Equivalence between direct and indirect effects with different sets of intermediate variables and covariates ⋮ Partial Identification of the Average Treatment Effect Using Instrumental Variables: Review of Methods for Binary Instruments, Treatments, and Outcomes ⋮ On the Estimation Accuracy of Causal Effects using Supplementary Variables ⋮ Augmented Designs to Assess Principal Strata Direct Effects ⋮ Mediation analysis with attributable fractions ⋮ Unnamed Item ⋮ Nonparametric bounds and sensitivity analysis of treatment effects

Cites Work

• Unnamed Item
• A Measure of the Proportion of Treatment Effect Explained by a Surrogate Marker
• Bounds on Treatment Effects From Studies With Imperfect Compliance
• Criteria for the Validation of Surrogate Endpoints in Randomized Experiments
• Direct and Indirect Causal Effects via Potential Outcomes*

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