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 of Full Data Efficient Influence Function

est_Q()

Estimate the Outcome Mechanism

est_g_cens()

Estimate the Censoring Mechanism

est_g_exp()

Estimate the Exposure Mechanism via Generalized Propensity Score

est_samp()

Estimate Probability of Censoring by Two-Phase Sampling

fit_fluctuation()

Fit One-Dimensional Fluctuation Model for Updating Initial Estimates

ipcw_eif_update()

Iterative IPCW Update Procedure of Augmented Efficient Influence Function

msm_vimshift()

Working marginal structural model for causal effects of an intervention grid

onestep_txshift()

One-Step Estimate of Counterfactual Mean of Stochastic Shift Intervention

plot(<txshift_msm>)

Plot working MSM for causal effects of an intervention grid

print(<txshift>)

Print Method for Counterfactual Mean of Stochastic Shift Intervention

print(<txshift_msm>)

Print Method for Marginal Structural Models

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

tmle_txshift()

Targeted Minimum Loss Estimate of Counterfactual Mean of Stochastic Shift Intervention

txshift()

Efficient Estimate of Counterfactual Mean of Stochastic Shift Intervention