romainkp / stremr Star 38 Code Issues Pull requests Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Data machine-learning tmle survival grid-search propensity-scores censoring-events ipw-msm tuning-parameters targeted-learning time-varying-confounding Updated Mar 28, 2024 R
imalenica / medltmle Star 11 Code Issues Pull requests R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Data tmle longitudinal-data mediation mediation-analysis ipw-msm time-varying-confounding causal-inference Updated Aug 6, 2022 R
AIMedLab / DSW Star 3 Code Issues Pull requests Code and Datasets for the paper "Estimating Individual Treatment Effects with Time-Varying Confounders", published on ICDM 2020. deep-learning time-varying-confounding electronic-health-record causal-inference sepsis individual-treatment-effects deep-sequential-weighting Updated Sep 5, 2020 Python