All functions

bound_precision()

Bound Precision

bound_propensity()

Bound Generalized Propensity Score

confint(<txshift>)

Confidence Intervals for Counterfactual Mean Under Stochastic Intervention

eif()

Compute the Shift Parameter Estimate and the Efficient Influence Function

est_Hn()

Estimate Auxiliary Covariate from Efficient Influence Function

est_Q()

Estimate the Outcome Regression

est_g()

Estimate the Generalized Propensity Score (Treatment Mechanism)

est_ipcw()

Estimate Inverse Probability of Censoring Weights

fit_fluctuation()

Fit One-Dimensional Fluctuation Model for Updating Initial Estimates

ipcw_eif_update()

Iterative IPCW Update Procedure of Efficient Influence Function

msm_vimshift()

Marginal structural model for the causal effects of a grid of interventions

onestep_txshift()

Compute One-Step Estimate of Counterfactual Mean Under Stochastic Shift Intervention

print(<txshift>)

Print Method for txshift Objects

scale_to_original()

Transform values from the unit interval back to their original scale

scale_to_unit()

Transform values by scaling to the unit interval

shift_additive()

Simple Additive Modified Treatment Policy

summary(<txshift>)

Summary for Counterfactual Mean Under Stochastic Intervention

tmle_txshift()

Compute Targeted Minimum Loss Estimate of Counterfactual Mean Under Stochastic Shift Intervention

txshift()

Estimate Counterfactual Mean Under Stochastic Shift in Exposure