Estimating Treatment Effects with Observed Confounders and Mediators

Gupta Shantanu
Gupta Shantanu
Childers David
Childers David
Cited by: 0|Views34

Abstract:

Given a causal graph, the do-calculus can express treatment effects as functionals of the observational joint distribution that can be estimated empirically. Sometimes the do-calculus identifies multiple valid formulae, prompting us to compare the statistical properties of the corresponding estimators. For example, the backdoor formula ...More

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