romainkp / stremrView external linksLinks
Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Data
☆41Mar 28, 2024Updated last year
Alternatives and similar repositories for stremr
Users that are interested in stremr are comparing it to the libraries listed below
Sorting:
- Comprehensive Cross-Validation Engine☆27Sep 7, 2022Updated 3 years ago
- 🎯🎓 Generalized Targeted Learning Framework☆41Jun 17, 2025Updated 7 months ago
- Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests☆20Jan 4, 2023Updated 3 years ago
- 🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention☆13Aug 6, 2022Updated 3 years ago
- Simulating Longitudinal and Network Data with Causal Inference Applications☆69Jul 18, 2024Updated last year
- Longitudinal Targeted Maximum Likelihood Estimation package☆27Apr 17, 2023Updated 2 years ago
- R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Data☆14Aug 6, 2022Updated 3 years ago
- Targeted Maximum Likelihood Estimation for Network Data☆20Aug 29, 2017Updated 8 years ago
- Tools for Flexible Survival Analysis Using Machine Learning☆18Dec 8, 2025Updated 2 months ago
- SuperLearner guide: fitting models, ensembling, prediction, hyperparameters, parallelization, timing, feature selection, etc.☆37Apr 17, 2019Updated 6 years ago
- Causal machine learning pipeline using tlverse/sl3☆13Dec 21, 2025Updated last month
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017☆19Jun 12, 2020Updated 5 years ago
- ☆10Nov 30, 2022Updated 3 years ago
- ☆14Jun 11, 2018Updated 7 years ago
- Non-parametric Causal Effects Based on Modified Treatment Policies☆80Jan 20, 2026Updated 3 weeks ago
- Combining drake workflows with R package development to train and execute a machine learning model☆14Jun 21, 2020Updated 5 years ago
- Library for integrated use of H2O with Hyperopt☆13Apr 8, 2024Updated last year
- 🎯 Targeted Learning of the Causal Effects of Stochastic Interventions☆17Sep 21, 2024Updated last year
- 💪 🤔 Modern Super Learning with Machine Learning Pipelines☆106Jul 7, 2025Updated 7 months ago
- SigOpt's public R client☆13Aug 22, 2023Updated 2 years ago
- Targeted Learning for Survival Analysis☆23Nov 19, 2023Updated 2 years ago
- Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted…☆27Apr 7, 2022Updated 3 years ago
- R package that simulates data suitable for fitting Marginal Structural Model.☆13Sep 26, 2022Updated 3 years ago
- Variable importance through targeted causal inference, with Alan Hubbard☆59Nov 5, 2025Updated 3 months ago
- Rapid Calculation of Model Metrics☆29Jul 2, 2021Updated 4 years ago
- ☆10Aug 30, 2017Updated 8 years ago
- Website and blog for the research group of Mark J. van der Laan☆11Jul 1, 2021Updated 4 years ago
- Targeted inference (R package) https://kkholst.github.io/targeted/☆12Updated this week
- An Interface to Specify Causal Graphs and Compute Balke Bounds☆22Feb 26, 2025Updated 11 months ago
- Sparse and Regularized Discriminant Analysis in R☆14Nov 15, 2020Updated 5 years ago
- Tools for estimating causal effects for multivariate continuous exposures☆13Dec 8, 2021Updated 4 years ago
- Super learning of conditional survival functions with right-censored time-to-event outcomes in discrete or continuous time.☆15Dec 9, 2024Updated last year
- Quick Generalized Full Matching in R☆11Nov 29, 2023Updated 2 years ago
- R Package: Augmented Inverse Probability Weighted (AIPW) Estimation for Average Causal Effect☆27Apr 5, 2025Updated 10 months ago
- Boosted regression trees for multivariate, longitudinal, and hierarchically clustered data.☆36May 14, 2018Updated 7 years ago
- A Tidy Interface for Simulating Multivariate Data☆12Aug 27, 2023Updated 2 years ago
- 🎯 Targeted Learning in R: A Causal Data Science Handbook☆60Oct 24, 2024Updated last year
- "Exploratory Data Analysis using Random Forests"☆18Feb 12, 2016Updated 10 years ago
- 🧲 Multi-step adaptive estimation for reducing false positive selection in sparse regressions☆13Jul 21, 2024Updated last year