tlverse / tmle3mopttxLinks
🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention
☆13Updated 2 years ago
Alternatives and similar repositories for tmle3mopttx
Users that are interested in tmle3mopttx are comparing it to the libraries listed below
Sorting:
- ☆10Updated 2 years ago
- Doubly-Robust and Efficient Estimators for Survival and Ordinal Outcomes in RCTs Without Proportional Hazards or Odds Assumptions☆11Updated 3 years ago
- Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests☆20Updated 2 years ago
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017☆17Updated 5 years ago
- An Interface to Specify Causal Graphs and Compute Balke Bounds☆19Updated 3 months ago
- 🎯🎓 Generalized Targeted Learning Framework☆40Updated last week
- R/haldensify: Highly Adaptive Lasso Conditional Density Estimation☆18Updated 4 months ago
- Causal machine learning pipeline using tlverse/sl3☆12Updated last year
- 🎯 Targeted Learning of the Causal Effects of Stochastic Interventions☆17Updated 9 months ago
- Tools for estimating causal effects for multivariate continuous exposures☆13Updated 3 years ago
- Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted…☆25Updated 3 years ago
- 📦 Your One Stop to Targeted Learning in R with the tlverse☆33Updated 3 years ago
- Longitudinal Targeted Maximum Likelihood Estimation package☆25Updated 2 years ago
- Longitudinal Mediation with Modified Treatment Policies☆12Updated last month
- Targeted Learning for Survival Analysis☆22Updated last year
- ☆25Updated last year
- Super learning of conditional survival functions with right-censored time-to-event outcomes in discrete or continuous time.☆13Updated 6 months ago
- Propensity score Matching and Subclassification with 3 or more Treatments☆20Updated 5 years ago
- Targeted inference (R package) https://kkholst.github.io/targeted/☆12Updated this week
- R Package: Augmented Inverse Probability Weighted (AIPW) Estimation for Average Causal Effect☆26Updated 2 months ago
- R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effects☆13Updated last year
- 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
- Computationally efficient confidence intervals for cross-validated AUC estimates in R☆23Updated 3 years ago
- R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Data☆13Updated 2 years ago
- R Package for "Matching on generalized propensity scores with continuous exposures". An innovative approach for estimating causal effects…☆30Updated 4 months ago
- Super learner fitting and prediction using mlr3☆10Updated 4 months ago
- ☆16Updated last year
- Diagnostics for confounding of time-varying and other joint exposures☆11Updated 2 years ago
- How to use EconML within R☆12Updated 5 years ago
- R package cfcausal☆29Updated 2 years ago