Web materials
Chapter 2: Examples of Zero-order Highly Adaptive Lasso
Conditional density estimation using haldensify
Conditional treatment effect estimation with the HAL-based R-learner
Chapter 7: Examples of EM-based HAL
Chapter 13: Constructing Confidence Intervals for Regression Functions with Applications to Conditional Average Treatment Effect Functions
Chapter 17: Plug-in Estimation of the Causal Dose-Response Curve with HAL-MLEs
halDRC: Highly Adaptive Lasso-Based Estimation of Causal Dose-Response Curves
halDRC demo: Dose-Response Estimation with HAL: Simulated and Real Data
Chapter 22: Score Representation for the Exact Remainder
Practical implications of the score representation for the exact remainder: an ATE example
Chapter 23: Adaptive MLE and adaptive TMLE
Augmenting a Randomized Trial with External Controls: A LaLonde A-TMLE Tutorial
Chapter 24: Targeted EM-HAL
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