benkeser / survtmleLinks
Targeted Learning for Survival Analysis
β23Updated last year
Alternatives and similar repositories for survtmle
Users that are interested in survtmle are comparing it to the libraries listed below
Sorting:
- π―π Generalized Targeted Learning Frameworkβ40Updated 3 weeks ago
- Longitudinal Targeted Maximum Likelihood Estimation packageβ25Updated 2 years ago
- Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis testsβ20Updated 2 years ago
- Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Dataβ41Updated last year
- β25Updated last year
- Doubly-Robust and Efficient Estimators for Survival and Ordinal Outcomes in RCTs Without Proportional Hazards or Odds Assumptionsβ11Updated 2 weeks ago
- Causal machine learning pipeline using tlverse/sl3β12Updated last year
- R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effectsβ13Updated last week
- Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targetedβ¦β25Updated 3 years ago
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017β17Updated 5 years ago
- Super learning of conditional survival functions with right-censored time-to-event outcomes in discrete or continuous time.β13Updated 7 months ago
- Computationally efficient confidence intervals for cross-validated AUC estimates in Rβ23Updated 3 years ago
- Bayesian Cost Effectiveness Analysis. Given the results of a Bayesian model (possibly based on MCMC) in the form of simulations from the β¦β47Updated this week
- Non-parametric Causal Effects Based on Modified Treatment Policiesβ69Updated 3 weeks ago
- Piece-wise exponential Additive Mixed Modeling toolsβ49Updated last week
- R package for fitting joint models to time-to-event and longitudinal dataβ18Updated 6 months ago
- Translating ML into Bayes, one line at a timeβ80Updated 2 years ago
- Survival analysis workshop using Rβ53Updated 5 years ago
- Longitudinal Mediation with Modified Treatment Policiesβ12Updated last month
- Simulating Longitudinal and Network Data with Causal Inference Applicationsβ69Updated 11 months 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
- R package for fitting joint models to time-to-event data and multivariate longitudinal dataβ31Updated 5 months ago
- Bayesian DFA with Stanβ29Updated last month
- Code accompanying my ICPSR summer program course on Applied Bayesian Modeling.β44Updated 8 years ago
- β34Updated 3 years ago
- Joint Models for Longitudinal & Survival Data under Maximum Likelihoodβ37Updated last year
- Tutorial for a target trial emulation with a time-varying exposure, time-dependent confounding, time-to-event outcome, and Sequentially Dβ¦β50Updated 2 years ago
- π― Targeted Learning in R: A Causal Data Science Handbookβ59Updated 8 months ago
- π€ πΏ The Highly Adaptive Lassoβ48Updated 7 months ago
- R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Dataβ13Updated 2 years ago