tlverse / causalglmLinks
Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning
☆24Updated 3 years ago
Alternatives and similar repositories for causalglm
Users that are interested in causalglm 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
- Doubly-Robust and Efficient Estimators for Survival and Ordinal Outcomes in RCTs Without Proportional Hazards or Odds Assumptions☆11Updated 3 years ago
- R/haldensify: Highly Adaptive Lasso Conditional Density Estimation☆18Updated 3 months ago
- Causal machine learning pipeline using tlverse/sl3☆12Updated last year
- Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests☆20Updated 2 years ago
- Targeted Learning for Survival Analysis☆21Updated last year
- 🎯 Targeted Learning of the Causal Effects of Stochastic Interventions☆17Updated 8 months ago
- 🎯🎓 Generalized Targeted Learning Framework☆40Updated 6 months ago
- R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effects☆13Updated last year
- Tools for estimating causal effects for multivariate continuous exposures☆13Updated 3 years ago
- R package for doubly robust estimates of causal effects in high-dimensions using flexible Bayesian methods☆26Updated 6 months ago
- Longitudinal Mediation with Modified Treatment Policies☆12Updated last week
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017☆16Updated 4 years ago
- ☆17Updated last year
- R Package: Augmented Inverse Probability Weighted (AIPW) Estimation for Average Causal Effect☆26Updated last month
- ☆25Updated last year
- Super learning of conditional survival functions with right-censored time-to-event outcomes in discrete or continuous time.☆13Updated 5 months ago
- Longitudinal Targeted Maximum Likelihood Estimation package☆25Updated 2 years ago
- R Package for "Matching on generalized propensity scores with continuous exposures". An innovative approach for estimating causal effects…☆30Updated 3 months ago
- Code for the R package "EValue" and GUI website.☆16Updated 3 years ago
- Tools for Flexible Survival Analysis Using Machine Learning☆18Updated this week
- 🤠 📿 The Highly Adaptive Lasso☆50Updated 6 months ago
- R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Data☆13Updated 2 years ago
- ☆18Updated 2 years ago
- How to use EconML within R☆12Updated 5 years ago
- R package for fitting joint models to time-to-event and longitudinal data☆18Updated 5 months ago
- ☆21Updated 4 months ago
- 📦 Your One Stop to Targeted Learning in R with the tlverse☆33Updated 3 years ago
- Corresponding code guide to the tutorial paper "Introducing longitudinal modified treatment policies: a unified framework for studying c…☆23Updated 2 years ago
- R package for nonparametric estimation of counterfactual survival functions and survival contrasts from right-censored data with an obser…☆11Updated last year