tlverse / tmle3mopttx
π― π― Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention
β12Updated 2 years ago
Alternatives and similar repositories for tmle3mopttx:
Users that are interested in tmle3mopttx are comparing it to the libraries listed below
- Doubly-Robust and Efficient Estimators for Survival and Ordinal Outcomes in RCTs Without Proportional Hazards or Odds Assumptionsβ11Updated 3 years ago
- β10Updated 2 years ago
- Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targetedβ¦β24Updated 2 years ago
- Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis testsβ19Updated 2 years ago
- Targeted Maximum Likelihood Estimation for a binary treatment: A tutorial. Statistics in Medicine. 2017β16Updated 4 years ago
- An Interface to Specify Causal Graphs and Compute Balke Boundsβ17Updated 3 weeks ago
- R/haldensify: Highly Adaptive Lasso Conditional Density Estimationβ18Updated last month
- π― Targeted Learning of the Causal Effects of Stochastic Interventionsβ17Updated 5 months ago
- Propensity score Matching and Subclassification with 3 or more Treatmentsβ20Updated 5 years ago
- π―π Generalized Targeted Learning Frameworkβ38Updated 4 months ago
- Longitudinal Targeted Maximum Likelihood Estimation packageβ23Updated last year
- Tools for estimating causal effects for multivariate continuous exposuresβ13Updated 3 years ago
- β23Updated 11 months ago
- π¦ Your One Stop to Targeted Learning in R with the tlverseβ33Updated 3 years ago
- Targeted inference (R package) https://kkholst.github.io/targeted/β12Updated this week
- Longitudinal Mediation with Modified Treatment Policiesβ12Updated last year
- β31Updated 2 years ago
- Computationally efficient confidence intervals for cross-validated AUC estimates in Rβ23Updated 3 years ago
- Additional functions for the SuperLearner R package. A collection of mostly wrapper functions that might be useful for the SuperLearner bβ¦β20Updated last year
- 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
- Super learning of conditional survival functions with right-censored time-to-event outcomes in discrete or continuous time.β11Updated 3 months ago
- An Alternative Implementation of Entropy Balancing Weights For Estimating Causal Effectsβ10Updated 3 years ago
- Comprehensive Cross-Validation Engineβ27Updated 2 years ago
- Targeted Learning for Survival Analysisβ20Updated last year
- Windowed Summarization for Autoregressive Dataβ24Updated 3 years ago
- R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effectsβ13Updated last year
- R Package for "Matching on generalized propensity scores with continuous exposures". An innovative approach for estimating causal effectsβ¦β30Updated 3 weeks ago
- β15Updated last year
- Bayesian Inference of Complex Panel Dataβ29Updated 3 weeks ago
- Gamma lasso regressionβ23Updated last year