causal-inference

Causal Vaccine Efficacy Evaluation

Efficient estimation of the causal impacts of vaccine-induced immune responses in complex trials.

The Highly Adaptive Lasso Estimator

Efficient estimation of functional target parameters based on the highly adaptive lasso minimum loss estimator (HAL-MLE).

Nonparametric Causal Mediation Analysis

Defining novel, more flexible causal effects for mediation analysis, primarily using the formalism of stochastic interventions.

Causal Effects based on Stochastic Interventions

Estimating the causal effects of stochastic treatment regimes, including conditional density estimation and two-phase sampling corrections.