Adaptive Influence-Based Borrowing for Hybrid Control Trials
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Documentation for package ‘InfluenceBorrowing’ version 0.1.0
Help Pages
| compute_influences | Calculate Influence Scores for External Controls |
| estimate_rct | Estimate ATE using RCT Data Only |
| estimate_selected | Estimate ATE for a Selected Data Subset (with GLM support) |
| find_optimal_k | Select Optimal Subset of External Controls based on MSE |
| gen_demo_data | Generate Simulation Data for RCT and External Controls |
| predict.rlearner_krls | Predictions for rlearner_krls objects |
| predict.rlearner_lm | Predictions for rlearner_lm |
| rlearner_krls | R-learner implemented via kernel ridge regression with a Gaussian kernel |
| rlearner_lm | R-learner implemented via Ordinary Least Squares (Linear Model) |