calc_ATE_estimates: Calculate the ATE and variance estimates

In blind-contours/CVtreeMLE: Cross Validated Decision Trees with Targeted Maximum Likelihood Estimation

Calculate the ATE and variance estimates

Description

Calculate the ATE and variance estimates

Usage

calc_ate_estimates(data, ate_var, y, p_adjust_n, v_fold = FALSE, naive = FALSE)

Arguments

data	Data frame that includes treatement/exposure
ate_var	Variable that the ATE is assigned to in data
y	Variable name in data for the raw outcome
p_adjust_n	Number repeated measures to adjust p-value
v_fold	TRUE/FALSE whether to calculate v-fold specific ATE estimates
naive	This is for a one step estimator so Psi is calculated without TMLE update

Details

Calculates the average treatment effect and variance estimates from the influence curve across folds

Value

A numeric vector of the same length as vals, where the returned values are bounded to machine precision. This is intended to avoid numerical instability issues.

blind-contours/CVtreeMLE documentation built on June 22, 2024, 8:53 p.m.