migariane / SIM-TMLE-tutorial
Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017
β16Updated 4 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
- An Interface to Specify Causal Graphs and Compute Balke Boundsβ16Updated 2 months ago
- π―π Generalized Targeted Learning Frameworkβ38Updated 3 months ago
- β31Updated 2 years ago
- Longitudinal Targeted Maximum Likelihood Estimation packageβ23Updated last year
- Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Dataβ40Updated 10 months ago
- Targeted Learning for Survival Analysisβ21Updated last year
- R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effectsβ13Updated 11 months ago
- π¦ Your One Stop to Targeted Learning in R with the tlverseβ33Updated 3 years ago
- β23Updated 10 months ago
- Tools for estimating causal effects for multivariate continuous exposuresβ13Updated 3 years ago
- R/haldensify: Highly Adaptive Lasso Conditional Density Estimationβ17Updated 2 weeks ago
- R code to generate simulated data and implement the hierarchical TMLEs described in "A new approach to hierarchical data analysis: Targetβ¦β9Updated 5 years ago
- Joint Models for Longitudinal & Survival Data under Maximum Likelihoodβ35Updated 7 months ago
- Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targetedβ¦β24Updated 2 years ago
- π― Targeted Learning of the Causal Effects of Stochastic Interventionsβ17Updated 4 months ago
- π― π― Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Interventionβ12Updated 2 years ago
- The simMixedDAG package enables simulation of "real life" datasets from DAGsβ13Updated 5 years ago
- π― Targeted Learning in R: A Causal Data Science Handbookβ59Updated 3 months ago
- Super learning of conditional survival functions with right-censored time-to-event outcomes in discrete or continuous time.β10Updated 2 months ago
- Piece-wise exponential Additive Mixed Modeling toolsβ48Updated 3 weeks ago
- R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Dataβ12Updated 2 years ago
- Computationally efficient confidence intervals for cross-validated AUC estimates in Rβ23Updated 3 years ago
- R package providing diagnostic tools for multilevel modelsβ17Updated 3 years ago
- Tutorials on Stan for Bayesian causal inferenceβ19Updated last year
- Diagnostics for confounding of time-varying and other joint exposuresβ10Updated 2 years ago
- Simulating Longitudinal and Network Data with Causal Inference Applicationsβ67Updated 7 months ago
- Targeted Maximum Likelihood Estimation for Network Dataβ20Updated 7 years ago
- β21Updated last month
- This the repository for the Spring Causal Inference Courseβ42Updated 5 years ago
- β9Updated 8 years ago