imalenica / medltmle
R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Data
☆13Updated 2 years ago
Alternatives and similar repositories for medltmle:
Users that are interested in medltmle are comparing it to the libraries listed below
- R implementation of effect measure modification-extended regression-based closed-formula causal mediation analysis☆30Updated last year
- R package that simulates data suitable for fitting Marginal Structural Model.☆12Updated 2 years ago
- R package for fitting joint models to time-to-event and longitudinal data☆17Updated 3 months ago
- R code to generate simulated data and implement the hierarchical TMLEs described in "A new approach to hierarchical data analysis: Target…☆9Updated 5 years ago
- High dimensional propensity score algorithm in R☆30Updated 7 years ago
- Super learning of conditional survival functions with right-censored time-to-event outcomes in discrete or continuous time.☆12Updated 4 months ago
- ☆24Updated last year
- Tools for Flexible Survival Analysis Using Machine Learning☆18Updated 2 weeks ago
- Diagnostics for confounding of time-varying and other joint exposures☆10Updated 2 years ago
- R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effects☆13Updated last year
- Doubly-Robust and Efficient Estimators for Survival and Ordinal Outcomes in RCTs Without Proportional Hazards or Odds Assumptions☆11Updated 3 years ago
- An R-Package to Visualize the (Causal) Effect of a Continuous Variable on a Time-To-Event Outcome☆12Updated 3 weeks ago
- Longitudinal Mediation with Modified Treatment Policies☆12Updated last year
- This repository collects various small code snippets or short instructions on how to use or define specific mixed models, mostly with pac…☆36Updated last year
- Joint Models for Longitudinal & Survival Data under Maximum Likelihood☆35Updated 9 months ago
- Causal mediation analysis in R☆26Updated 4 years ago
- Joint Analysis and Imputation of generalized linear models and linear mixed models with missing values☆28Updated last year
- An R package for generalised survival models☆27Updated 6 months ago
- Super learner fitting and prediction using mlr3☆10Updated 2 months ago
- R package for fitting joint models to time-to-event data and multivariate longitudinal data☆30Updated 2 months ago
- ☆25Updated 3 weeks ago
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017☆16Updated 4 years ago
- Slides for my R/Medicine 2022 talk, "Making Swimmer Plots for Longitudinal Data using {ggplot}".☆11Updated 2 years ago
- ☆20Updated 6 years ago
- Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted…☆24Updated 3 years ago
- Bayesian Linear Mixed Effect Models☆43Updated last month
- Simulate Joint Longitudinal and Survival Data☆15Updated 6 years ago
- Tools for multiple imputation in multilevel modeling☆29Updated last year
- 🎯🎓 Generalized Targeted Learning Framework☆39Updated 5 months ago
- A Toolkit for Calculating and Working with Propensity Scores☆20Updated this week