LauraBalzer / HierarchicalTMLELinks
R code to generate simulated data and implement the hierarchical TMLEs described in "A new approach to hierarchical data analysis: Targeted maximum likelihood estimation for the causal effect of a cluster-level exposure", Balzer et al. SMMR 2018.
☆9Updated 5 years ago
Alternatives and similar repositories for HierarchicalTMLE
Users that are interested in HierarchicalTMLE are comparing it to the libraries listed below
Sorting:
- Doubly-Robust and Efficient Estimators for Survival and Ordinal Outcomes in RCTs Without Proportional Hazards or Odds Assumptions☆11Updated 3 years ago
- Bayesian Linear Mixed Effect Models☆44Updated 3 months ago
- R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Data☆13Updated 2 years ago
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017☆16Updated 4 years ago
- Quick Generalized Full Matching in R☆11Updated last year
- ☆25Updated last year
- ☆9Updated 8 years ago
- Computationally efficient confidence intervals for cross-validated AUC estimates in R☆23Updated 3 years ago
- Comprehensive Cross-Validation Engine☆27Updated 2 years ago
- 📦 Your One Stop to Targeted Learning in R with the tlverse☆33Updated 3 years ago
- Diagnostics for confounding of time-varying and other joint exposures☆10Updated 2 years ago
- Targeted Learning for Survival Analysis☆21Updated last year
- Causal machine learning pipeline using tlverse/sl3☆12Updated last year
- R package to allow tidybayes to work with the rethinking package☆26Updated last year
- Targeted Maximum Likelihood Estimation for Network Data☆20Updated 7 years ago
- Tools for Educators Writing Assignments in RMarkdown☆42Updated last year
- 🎯🎓 Generalized Targeted Learning Framework☆40Updated 6 months ago
- R packages for Bayesian Nonparametrics☆16Updated last month
- Longitudinal Targeted Maximum Likelihood Estimation package☆25Updated 2 years ago
- Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests☆20Updated 2 years ago
- R package providing diagnostic tools for multilevel models☆18Updated 2 weeks ago
- A repository for the 'concurve' R package which generates confidence distributions and likelihood functions. Includes documentation on ho…☆22Updated last year
- Code for the R package "EValue" and GUI website.☆16Updated 3 years ago
- An R package containing helper functions for Stan☆17Updated 3 years ago
- R package for estimating and visualizing multilevel propensity score models.☆16Updated last month
- Build machine learning models in R like using python's scikit-learn library☆33Updated last year
- R Markdown Beamer Theme Based on sthlm, HSRM, and Metropolis themes☆15Updated 6 years ago
- High dimensional propensity score algorithm in R☆30Updated 7 years ago
- ☆37Updated 7 years ago
- R package implementing Substantive Model Compatible Fully Conditional Specification Multiple Imputation☆12Updated 2 months ago