方法证据记录
Frontdoor Adjustment
Frontdoor adjustment is Judea Pearl's graphical identification strategy, introduced in 1995, that recovers the causal effect of a treatment on an outcome through a fully mediating variable even when an unobserved confounder sits between the treatment and the outcome. It is the go-to tool when the backdoor criterion cannot be satisfied because the confounder is unmeasured.
源记录
引文逐字复制自方法源记录。这些引文不代表任何层级的验证。
Frontdoor Adjustment (Frontdoor Criterion)
分类方法记录 · regression-model / causal-inference
- Pearl, J. (1995). Causal Diagrams for Empirical Research. Biometrika, 82(4), 669-688. · DOI 10.1093/biomet/82.4.669
- Pearl, J. (2009). Causality: Models, Reasoning, and Inference (2nd ed.). Cambridge University Press. · ISBN 978-0521895606
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