Efficient Estimation of the Causal Effects of Stochastic Interventions

Documentation for package ‘txshift’ version 0.3.8

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_g_cens	Estimate the Censoring Mechanism
est_g_exp	Estimate the Exposure Mechanism via Generalized Propensity Score
est_Hn	Estimate Auxiliary Covariate of Full Data Efficient Influence Function
est_Q	Estimate the Outcome Mechanism
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