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HTE Analysis in an Experiment8 months ago
Introduction | Load packages and setup environment | Simulate data | Define Recipe | Propensity Score Model | Outcome Model | Quantities of interest | Estimate Models | ATEs | Plots | Plot Ensemble Coefficients | Plot risk for each submodel | Plot Regression ROC Curves | Plot VIMP | Plot Continuous Covariates' MCATE | Plot Discrete Covariates' MCATE | Session Info
HTE Analysis on Observational Data8 months ago
Introduction | Load packages and setup environment | Simulate data | Define Recipe | Propensity score and Outcome Model | Quantities of interest | Estimate Models | ATEs | Plots | Plot Ensemble Coefficients | Plot risk for each submodel | Plot Regression ROC Curves | Plot VIMP | Plot Continuous Covariates' MCATE | Plot Discrete Covariates' MCATE | Session Info
Methodological Details8 months ago
Summary | Preliminaries | Problem Setting | Overview of Method | Principles | Clustered data | Population weights | Recipe API | Cross-validation | Nuisance function estimation | Pseudo-outcome construction | Quantities of interest | Plotting MCATEs | Plotting diagnostics | Plotting VIMP | Replicating analyses | Conclusion | Acknowledgements | References