Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017
☆21Jun 12, 2020Updated 6 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. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 🎯🎓 Generalized Targeted Learning Framework☆43Jun 17, 2025Updated last year
- Targeted Learning for Survival Analysis☆22Nov 19, 2023Updated 2 years ago
- 🎯 Targeted Learning of the Causal Effects of Stochastic Interventions☆17Sep 21, 2024Updated last year
- SuperLearner guide: fitting models, ensembling, prediction, hyperparameters, parallelization, timing, feature selection, etc.☆37Apr 17, 2019Updated 7 years ago
- Website and blog for the research group of Mark J. van der Laan☆11Jul 1, 2021Updated 5 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Data☆41Feb 17, 2026Updated 5 months ago
- R code to generate simulated data and implement the hierarchical TMLEs described in "A new approach to hierarchical data analysis: Target…☆10Oct 17, 2019Updated 6 years ago
- Targeted Maximum Likelihood Estimation for Network Data☆20Aug 29, 2017Updated 8 years ago
- Simulating Longitudinal and Network Data with Causal Inference Applications☆70Jul 18, 2024Updated 2 years ago
- Tutorial_Computational_Causal_Inference_Estimators☆39Oct 29, 2021Updated 4 years ago
- ☆17May 12, 2025Updated last year
- Variable importance through targeted causal inference, with Alan Hubbard☆58Nov 5, 2025Updated 8 months ago
- ☆22Jan 7, 2025Updated last year
- ☆13Jan 11, 2019Updated 7 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Diagnostics for confounding of time-varying and other joint exposures☆11Apr 22, 2026Updated 2 months ago
- Software used for papers published by CAUSALab members☆12Oct 23, 2025Updated 8 months ago
- Corresponding code guide to the tutorial paper "Introducing longitudinal modified treatment policies: a unified framework for studying c…☆27May 11, 2023Updated 3 years ago
- Generic and lazy tree traversal algorithms☆13Jul 12, 2020Updated 6 years ago
- ☆16Feb 3, 2024Updated 2 years ago
- Computationally efficient confidence intervals for cross-validated AUC estimates in R☆25Jan 18, 2022Updated 4 years ago
- 🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention☆13Aug 6, 2022Updated 3 years ago
- Finding all the circuits of a directed graph with self-arcs and multiple-arcs by K.A. Hawick and H.A. James☆19Apr 11, 2013Updated 13 years ago
- Visualization Collider Effect: ShinyApp☆12Dec 18, 2025Updated 7 months ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- Sandbox for generating visualizations of the bias-variance tradeoff for Machine Learning at Berkeley's blog.☆13Jun 26, 2017Updated 9 years ago
- An implementation of the SuperLearner algorithm in Python based on scikit-learn.☆25May 24, 2014Updated 12 years ago
- A Toolkit for Calculating and Working with Propensity Scores☆23May 6, 2026Updated 2 months ago
- The GFORMULA macro implements the parametric g-formula in SAS. The parametric g-formula (Robins, 1986) uses longitudinal data with time-v…☆40Jan 22, 2026Updated 5 months ago
- Tools for estimating causal effects for multivariate continuous exposures☆13Dec 8, 2021Updated 4 years ago
- A sensitivity analysis package for causal effects☆12Mar 18, 2024Updated 2 years ago
- R package that simulates data suitable for fitting Marginal Structural Model.☆13Sep 26, 2022Updated 3 years ago
- Causal mediation and interaction analysis - 4way decomposition - Rscript☆10Oct 3, 2017Updated 8 years ago
- Tidy and plot meta-analyses in R☆47Apr 10, 2019Updated 7 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- Code for UAI 2018 paper by Forré & Mooij (causal discovery with mSCMs using sigma-separation)☆10Aug 11, 2020Updated 5 years ago
- Tools for Flexible Survival Analysis Using Machine Learning☆18Dec 8, 2025Updated 7 months ago
- Generate bib (.bib) bibliography files on the fly☆11Jan 3, 2020Updated 6 years ago
- R Package for Hierarchical Regularized Regression to Incorporate External Data☆10Dec 17, 2025Updated 7 months ago
- Techniques to Build Better Balance in Propensity Score Models☆23Mar 6, 2026Updated 4 months ago
- Codebase for "A Consistent and Differentiable Lp Canonical Calibration Error Estimator", published at NeurIPS 2022.☆16Mar 18, 2024Updated 2 years ago
- Making data science tools count toward tenure 👩🏫👨🏫☆10Apr 19, 2019Updated 7 years ago