AIPW ClassEstimation with user-defined data, SL.library and causal structure |
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Augmented Inverse Probability Weighting (AIPW) |
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Fit the data to the AIPW object |
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Fit the data to the AIPW object stratified by |
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AIPW wrapper function |
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Repated ClassRepeated Sample Fitting/Cross-fitting procedures |
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Repeated Crossfitting Procedure for AIPW |
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Fit the data to the AIPW object repeatedly |
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Summary of the |
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AIPW_tmle ClassUsing a fitted tmle or tmle3 object as input |
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Augmented Inverse Probability Weighting (AIPW) uses tmle or tmle3 as inputs |
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AIPW_nuis ClassUser input of nuisance functions |
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Augmented Inverse Probability Weighting (AIPW) uses tmle or tmle3 as inputs |
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Common methods and base classMethods available for both AIPW and AIPW_tmle classes |
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Augmented Inverse Probability Weighting Base Class (AIPW_base) |
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Summary of the average treatment effects from AIPW |
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Plot the propensity scores by exposure status |
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Plot the inverse probability weights using truncated propensity scores by exposure status |
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Simulated DataSimulated data from the EAGeR Trial |
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Simulated Observational Study |
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Simulated Randomized Trial |