Bias and Sensitivity Analyses for Linear Front-Door Models
The front-door model allows unbiased estimation of a total effect in the presence of unobserved confounding. This guarantee of unbiasedness hinges on a set of assumptions that can be violated in practice. We derive formulas that quantify the amount of bias for specific violations, and contrast them...
Main Authors: | , |
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Format: | Article |
Language: | English |
Published: |
PsychOpen GOLD/ Leibniz Institute for Psychology
2023-09-01
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Series: | Methodology |
Subjects: | |
Online Access: | https://doi.org/10.5964/meth.9205 |