tlverse / tmle3shiftLinks
🎯 Targeted Learning of the Causal Effects of Stochastic Interventions
☆17Updated last year
Alternatives and similar repositories for tmle3shift
Users that are interested in tmle3shift are comparing it to the libraries listed below
Sorting:
- Tools for Flexible Survival Analysis Using Machine Learning☆18Updated 2 months ago
- 🎯🎓 Generalized Targeted Learning Framework☆41Updated 7 months ago
- Non-parametric Causal Effects Based on Modified Treatment Policies☆80Updated 2 weeks ago
- 🎯 Targeted Learning in R: A Causal Data Science Handbook☆60Updated last year
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017☆19Updated 5 years ago
- Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted…☆27Updated 3 years ago
- Joint Models for Longitudinal and Survival Data using MCMC☆59Updated 5 years ago
- An Interface to Specify Causal Graphs and Compute Balke Bounds☆22Updated 11 months ago
- Targeted Learning for Survival Analysis☆23Updated 2 years ago
- Simulating Longitudinal and Network Data with Causal Inference Applications☆69Updated last year
- Super learning of conditional survival functions with right-censored time-to-event outcomes in discrete or continuous time.☆15Updated last year
- Joint Models for Longitudinal & Survival Data under Maximum Likelihood☆37Updated last year
- Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Data☆41Updated last year
- R package for nonparametric estimation of counterfactual survival functions and survival contrasts from right-censored data with an obser…☆13Updated 2 years ago
- Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests☆20Updated 3 years ago
- Causal machine learning pipeline using tlverse/sl3☆13Updated last month
- Causal Inference using Bayesian Additive Regression Trees☆85Updated 6 months ago
- ☆34Updated 3 years ago
- R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effects☆15Updated last month
- R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Data☆14Updated 3 years ago
- Joint Analysis and Imputation of generalized linear models and linear mixed models with missing values☆29Updated last week
- Tutorial for a target trial emulation with a time-varying exposure, time-dependent confounding, time-to-event outcome, and Sequentially D…☆67Updated 2 years ago
- Introduction to the mosts common estimators and computation in causal inference for epidemiologists: A tutorial☆39Updated 5 years ago
- ☆22Updated last year
- An R-Package to estimate and plot confounder-adjusted survival curves (single event survival data) and confounder-adjusted cumulative inc…☆43Updated last week
- ☆28Updated last year
- Piece-wise exponential Additive Mixed Modeling tools☆51Updated 3 weeks ago
- Simulate Survival Data☆24Updated 2 weeks ago
- Estimation of Time-Varying k-order Mixed Graphical Models☆29Updated 10 months ago
- Extended Joint Models for Longitudinal and Survival Data☆96Updated last week