migariane / SIM-TMLE-tutorialLinks
Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017
☆17Updated 5 years ago
Alternatives and similar repositories for SIM-TMLE-tutorial
Users that are interested in SIM-TMLE-tutorial are comparing it to the libraries listed below
Sorting:
- 🎯🎓 Generalized Targeted Learning Framework☆40Updated last week
- An Interface to Specify Causal Graphs and Compute Balke Bounds☆19Updated 4 months ago
- R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effects☆13Updated last year
- Causal machine learning pipeline using tlverse/sl3☆12Updated last year
- Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Data☆41Updated last year
- Longitudinal Targeted Maximum Likelihood Estimation package☆25Updated 2 years ago
- Tools for estimating causal effects for multivariate continuous exposures☆13Updated 3 years ago
- R/haldensify: Highly Adaptive Lasso Conditional Density Estimation☆18Updated 4 months 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
- ☆25Updated last year
- Targeted Learning for Survival Analysis☆22Updated last year
- 🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention☆13Updated 2 years ago
- 📦 Your One Stop to Targeted Learning in R with the tlverse☆33Updated 3 years ago
- Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests☆20Updated 2 years ago
- ☆34Updated 3 years ago
- Simulating Longitudinal and Network Data with Causal Inference Applications☆69Updated 11 months ago
- Doubly-Robust and Efficient Estimators for Survival and Ordinal Outcomes in RCTs Without Proportional Hazards or Odds Assumptions☆11Updated 3 years ago
- Diagnostics for confounding of time-varying and other joint exposures☆11Updated 2 years ago
- Joint Models for Longitudinal & Survival Data under Maximum Likelihood☆37Updated 11 months ago
- ☆20Updated 6 years ago
- R package providing diagnostic tools for multilevel models☆18Updated last month
- Targeted Maximum Likelihood Estimation for Network Data☆20Updated 7 years ago
- This the repository for the Spring Causal Inference Course☆44Updated 5 years ago
- R package for doubly robust estimates of causal effects in high-dimensions using flexible Bayesian methods☆26Updated 7 months ago
- ☆9Updated 8 years ago
- Bayesian Linear Mixed Effect Models☆44Updated 3 months ago
- Bayesian DFA with Stan☆29Updated last month
- 🎯 Targeted Learning in R: A Causal Data Science Handbook☆59Updated 8 months ago
- ☆21Updated 5 months ago
- Super learning of conditional survival functions with right-censored time-to-event outcomes in discrete or continuous time.☆13Updated 6 months ago