tlverse / tmle3shiftLinks
π― Targeted Learning of the Causal Effects of Stochastic Interventions
β17Updated last year
Alternatives and similar repositories for tmle3shift
Users that are interested in tmle3shift are comparing it to the libraries listed below
Sorting:
- π―π Generalized Targeted Learning Frameworkβ41Updated 7 months ago
- Tools for Flexible Survival Analysis Using Machine Learningβ18Updated last month
- An Interface to Specify Causal Graphs and Compute Balke Boundsβ22Updated 11 months ago
- Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targetedβ¦β27Updated 3 years ago
- Non-parametric Causal Effects Based on Modified Treatment Policiesβ80Updated 2 weeks ago
- π― Targeted Learning in R: A Causal Data Science Handbookβ60Updated last year
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017β19Updated 5 years ago
- β28Updated last year
- Super learning of conditional survival functions with right-censored time-to-event outcomes in discrete or continuous time.β15Updated last year
- Targeted Learning for Survival Analysisβ23Updated 2 years ago
- Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis testsβ20Updated 3 years ago
- Simulating Longitudinal and Network Data with Causal Inference Applicationsβ69Updated last year
- Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Dataβ41Updated last year
- Joint Models for Longitudinal and Survival Data using MCMCβ59Updated 5 years ago
- R package for nonparametric estimation of counterfactual survival functions and survival contrasts from right-censored data with an obserβ¦β13Updated 2 years ago
- Joint Models for Longitudinal & Survival Data under Maximum Likelihoodβ37Updated last year
- R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Dataβ14Updated 3 years ago
- R Package: Augmented Inverse Probability Weighted (AIPW) Estimation for Average Causal Effectβ27Updated 10 months ago
- Tutorial for a target trial emulation with a time-varying exposure, time-dependent confounding, time-to-event outcome, and Sequentially Dβ¦β67Updated 2 years ago
- Causal machine learning pipeline using tlverse/sl3β13Updated last month
- π― π― Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Interventionβ13Updated 3 years ago
- R/haldensify: Highly Adaptive Lasso Conditional Density Estimationβ18Updated 5 months ago
- Longitudinal Targeted Maximum Likelihood Estimation packageβ27Updated 2 years ago
- R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effectsβ15Updated 3 weeks ago
- This repository contains code examples for several methods in a Causal Inference in RCTs short course.β26Updated 6 months ago
- Propensity score Matching and Subclassification with 3 or more Treatmentsβ21Updated 6 years ago
- β34Updated 3 years ago
- Computationally efficient confidence intervals for cross-validated AUC estimates in Rβ24Updated 4 years ago
- Joint Analysis and Imputation of generalized linear models and linear mixed models with missing valuesβ29Updated last week
- Tools for estimating causal effects for multivariate continuous exposuresβ13Updated 4 years ago