Higher-Order Influence Function Estimators for the Average Treatment Effect


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Documentation for package ‘HOIF’ version 0.2.0

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build_Ej Build E_j tensor structure
calculate_u_statistics_pure_r_six Compute U-statistics HOIF-type from Order 2 to 6 in pure R code.
compute_basis_matrix Compute basis projection matrices
compute_gram_inverse Compute inverse of weighted Gram matrix
compute_hoif_estimators Compute HOIF Estimators for ATE
compute_residuals Compute residuals for both treatment groups
hoif_ate Main function: HOIF estimators for ATE with optional sample splitting
plot.hoif_ate Plot convergence of ATE estimates
print.hoif_ate Print method for hoif_ate objects
transform_covariates HOIF Estimators for Average Treatment Effect