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C-Learner: Constrained Learning for Causal Inference

Cai, Tiffany Tianhui et al.
arXiv (All) · Papers
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g-1-6g-3i-2-6machine-learning
Debiasing methods such as augmented inverse propensity weighting (AIPW), and targeted maximum likelihood estimation (TMLE) enjoy asymptotic properties like semiparametric efficiency and double robustness, but can produce unstable estimates in practice that require ad hoc adjustments (e.g., truncatin
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