ck37 / ck37rLinks
R functions for project setup, data cleaning, machine learning, SuperLearner, parallelization, and targeted learning.
☆19Updated 6 months ago
Alternatives and similar repositories for ck37r
Users that are interested in ck37r are comparing it to the libraries listed below
Sorting:
- 📦 Your One Stop to Targeted Learning in R with the tlverse☆33Updated 3 years ago
- Workshop (6 hours): Clustering (Hdbscan, LCA, Hopach), dimension reduction (UMAP, GLRM), and anomaly detection (isolation forests).☆47Updated 4 years ago
- 🎯🎓 Generalized Targeted Learning Framework☆40Updated 6 months ago
- Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted…☆24Updated 3 years ago
- Targeted Learning for Survival Analysis☆21Updated last year
- Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests☆20Updated 2 years ago
- ☆25Updated last year
- 🎯 Targeted Learning in R: A Causal Data Science Handbook☆59Updated 7 months ago
- 🎯 💯 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
- Simulate Survival Data☆23Updated 4 years ago
- R Code for Causal Inference by Hernán and Robins☆22Updated 3 years ago
- Build machine learning models in R like using python's scikit-learn library☆33Updated last year
- 🤠 📿 The Highly Adaptive Lasso☆50Updated 6 months ago
- Visualise the Results of Inferential Statistics using 'ggplot2'☆13Updated last year
- Longitudinal Targeted Maximum Likelihood Estimation package☆25Updated 2 years ago
- Computationally efficient confidence intervals for cross-validated AUC estimates in R☆23Updated 3 years ago
- 🎯 Targeted Learning of the Causal Effects of Stochastic Interventions☆17Updated 8 months ago
- An R wrapper of SHAP python library☆59Updated 2 years ago
- Methods for heterogeneous treatment effect estimation☆24Updated 3 years ago
- R package to allow tidybayes to work with the rethinking package☆26Updated last year
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017☆16Updated 4 years ago
- Talks from the Joint Statistical Meetings 2018 (Vancouver, British Columbia)☆23Updated 6 years ago
- This package provides functions for computing One-Sided Dynamic Principal Components, a novel multivariate time series dimension reductio…☆9Updated last year
- Adaptive debiased machine learning of treatment effects with the highly adaptive lasso☆14Updated 3 months ago
- R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effects☆13Updated last year
- Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Data☆41Updated last year
- Website and blog for the research group of Mark J. van der Laan☆11Updated 3 years ago
- Explanations for survival models☆15Updated 2 years ago
- Utility Theory for Dummies: An R Tutorial☆19Updated 4 years ago