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11 search results found
Varimpact
⭐
54
Variable importance through targeted causal inference, with Alan Hubbard
Stremr
⭐
31
Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Data
Survtmle
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17
Targeted Learning for Survival Analysis
Drtmle
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17
Nonparametric estimators of the average treatment effect with doubly-robust confidence intervals and hypothesis tests
Ck37r
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15
R functions for project setup, data cleaning, machine learning, SuperLearner, parallelization, and targeted learning.
Medltmle
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8
R/medltmle: Estimation and Inference for Natural Mediation Effect in Longitudinal Data
Atlantic Causal 2017
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8
Targeted Learning entry in the Atlantic Causal Inference Conference's 2017 competition
Adjrct
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7
Doubly-Robust and Efficient Estimators for Survival and Ordinal Outcomes in RCTs Without Proportional Hazards or Odds Assumptions 💊
Tmleworkshop
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6
Targeted maximum likelihood estimation (TMLE) enables the integration of machine learning approaches in comparative effectiveness studies. It is a doubly robust method, making use of both the outcome model and propensity score model to generate an unbiased estimate as long as at least one of the models is correctly specified.
Tstmle3
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5
Estimation and Inference for Context-Specific Causal Average Treatment Effect and Optimal Individualized Treatment Effect with Single Time Series
Ctmle
⭐
5
Collaborative Targeted Maximum Likelihood Estimation
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