Three Bayesian TMLE formulations (mean-based, summary-statistic, and joint Bayesian-network) produce posterior distributions of the average treatment effect; the joint version shows higher coverage than classical TMLE in small simulated samples.
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Bayesian implementation of Targeted Maximum Likelihood Estimation for uncertainty quantification in causal effect estimation
Three Bayesian TMLE formulations (mean-based, summary-statistic, and joint Bayesian-network) produce posterior distributions of the average treatment effect; the joint version shows higher coverage than classical TMLE in small simulated samples.