tlverse / tlverse-handbookLinks
π― Targeted Learning in R: A Causal Data Science Handbook
β60Updated last year
Alternatives and similar repositories for tlverse-handbook
Users that are interested in tlverse-handbook are comparing it to the libraries listed below
Sorting:
- π―π Generalized Targeted Learning Frameworkβ41Updated 5 months ago
- R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effectsβ14Updated 2 months ago
- Non-parametric Causal Effects Based on Modified Treatment Policiesβ75Updated last month
- Translating ML into Bayes, one line at a timeβ82Updated 2 years ago
- By-hand code for models and algorithms. An update to the 'Miscellaneous-R-Code' repo.β72Updated 4 years ago
- Causal Inference using Bayesian Additive Regression Treesβ84Updated 4 months ago
- πͺ π€ Modern Super Learning with Machine Learning Pipelinesβ106Updated 4 months ago
- Introduction to the mosts common estimators and computation in causal inference for epidemiologists: A tutorialβ39Updated 4 years ago
- Targeted Learning for Survival Analysisβ23Updated 2 years ago
- Piece-wise exponential Additive Mixed Modeling toolsβ51Updated 2 months ago
- Survival analysis workshop using Rβ53Updated 6 years ago
- Covariate Balance Tables and Plots - An R package for assessing covariate balanceβ80Updated 3 months ago
- R package for doubly robust estimates of causal effects in high-dimensions using flexible Bayesian methodsβ27Updated last year
- Tutorial for a target trial emulation with a time-varying exposure, time-dependent confounding, time-to-event outcome, and Sequentially Dβ¦β62Updated 2 years ago
- miceRanger: Fast Imputation with Random Forests in Rβ69Updated 3 years ago
- Simulating Longitudinal and Network Data with Causal Inference Applicationsβ70Updated last year
- Causal Inference: What If. R and Stata code for Exercisesβ90Updated 3 weeks ago
- π¦ Your One Stop to Targeted Learning in R with the tlverseβ33Updated 4 years ago
- R Package for "Matching on generalized propensity scores with continuous exposures". An innovative approach for estimating causal effectsβ¦β31Updated 9 months ago
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017β19Updated 5 years ago
- Causal machine learning pipeline using tlverse/sl3β13Updated last year
- Joint Models for Longitudinal & Survival Data under Maximum Likelihoodβ37Updated last year
- β27Updated last year
- R package for fitting joint models to time-to-event data and multivariate longitudinal dataβ32Updated 10 months ago
- Building a Survival Model in Stan.β57Updated 2 years ago
- R package mediationβ69Updated 5 months ago
- Longitudinal Targeted Maximum Likelihood Estimation packageβ27Updated 2 years ago
- Fast multivariate imputation by random forests.β71Updated 8 months ago
- Joint Models for Longitudinal and Survival Data using MCMCβ59Updated 4 years ago
- R Code for Causal Inference by HernΓ‘n and Robinsβ22Updated 4 years ago