benkeser / drtmleLinks
Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests
☆20Updated 2 years ago
Alternatives and similar repositories for drtmle
Users that are interested in drtmle are comparing it to the libraries listed below
Sorting:
- 🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention☆13Updated 2 years ago
- ☆10Updated 2 years ago
- Doubly-Robust and Efficient Estimators for Survival and Ordinal Outcomes in RCTs Without Proportional Hazards or Odds Assumptions☆11Updated this week
- 📦 Your One Stop to Targeted Learning in R with the tlverse☆33Updated 3 years ago
- 🎯🎓 Generalized Targeted Learning Framework☆40Updated 2 weeks ago
- R/haldensify: Highly Adaptive Lasso Conditional Density Estimation☆18Updated 4 months ago
- Comprehensive Cross-Validation Engine☆27Updated 2 years ago
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017☆17Updated 5 years ago
- 🎯 Targeted Learning of the Causal Effects of Stochastic Interventions☆17Updated 9 months ago
- An Interface to Specify Causal Graphs and Compute Balke Bounds☆19Updated 4 months ago
- Targeted Learning for Survival Analysis☆23Updated last year
- Tidy methods for Bayesian treatment effect models☆16Updated 5 months ago
- Gamma lasso regression☆23Updated 2 years ago
- Computationally efficient confidence intervals for cross-validated AUC estimates in R☆23Updated 3 years ago
- 🤠 📿 The Highly Adaptive Lasso☆50Updated 7 months ago
- R Package: Augmented Inverse Probability Weighted (AIPW) Estimation for Average Causal Effect☆26Updated 2 months ago
- Causal machine learning pipeline using tlverse/sl3☆12Updated last year
- ☆25Updated last year
- Longitudinal Targeted Maximum Likelihood Estimation package☆25Updated 2 years ago
- R code to generate simulated data and implement the hierarchical TMLEs described in "A new approach to hierarchical data analysis: Target…☆9Updated 5 years ago
- Additional functions for the SuperLearner R package. A collection of mostly wrapper functions that might be useful for the SuperLearner b…☆20Updated last year
- Longitudinal Mediation with Modified Treatment Policies☆12Updated last month
- Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted…☆25Updated 3 years ago
- Tools for estimating causal effects for multivariate continuous exposures☆13Updated 3 years ago
- ☆9Updated 8 years ago
- Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Data☆41Updated last year
- Simulate Survival Data☆24Updated 4 years ago
- ☆34Updated 3 years ago
- Sparse matrix format with data on disk☆10Updated 9 months ago
- Moment-Based Estimation for Hierarchical Models (R Package)☆25Updated 2 months ago