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• W4283388983 abstract "In observational studies, instrumental variables estimation is often used to identify causal effects. We propose a quasi‐Bayesian approach to make consistent inferences about the causal effect when there are some invalid instruments that violate the exclusion restriction condition. Asymptotic properties of the proposed Bayes estimator, including model selection consistency, are established. A simulation study demonstrates that the proposed Bayesian method produces consistent point estimators and valid credible intervals with correct coverage rates for Gaussian and non‐Gaussian data with some invalid instruments. We also demonstrate the proposed method in an application to real data." @default.
• W4283388983 created "2022-06-25" @default.
• W4283388983 creator A5014500391 @default.
• W4283388983 creator A5042776767 @default.
• W4283388983 date "2022-06-21" @default.
• W4283388983 modified "2023-09-26" @default.
• W4283388983 title "Causal inference with some invalid instrumental variables: A quasi‐Bayesian approach*" @default.
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• W4283388983 doi "https://doi.org/10.1111/obes.12513" @default.
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