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Mar 20, 2024 - R
causal-inference
Here are 222 public repositories matching this topic...
DoubleML - Double Machine Learning in R
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Jun 6, 2024 - R
WeightIt: an R package for propensity score weighting
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Jun 9, 2024 - R
Policy learning via doubly robust empirical welfare maximization over trees
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Jun 13, 2024 - R
Covariate Balance Tables and Plots - An R package for assessing covariate balance
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Apr 6, 2024 - R
An R package for computing asymmetric Shapley values to assess causality in any trained machine learning model
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Jun 9, 2020 - R
Variable importance through targeted causal inference, with Alan Hubbard
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Mar 24, 2023 - R
📦 Non-parametric Causal Effects Based on Modified Treatment Policies 🔮
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Jun 13, 2024 - R
A framework to infer causality on a pair of time series of real numbers based on Variable-lag Granger causality and transfer entropy.
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Jun 4, 2024 - R
🎯🎓 Generalized Targeted Learning Framework
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Mar 9, 2024 - R
This repository provides R-code for the estimation of the conditional average treatment effect (CATE) using machine learning (ML) methods.
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May 17, 2021 - R
Methods for subgroup identification / personalized medicine / individualized treatment rules
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Sep 2, 2022 - R
Tutorial for a target trial emulation with a time-varying exposure, time-dependent confounding, time-to-event outcome, and Sequentially Doubly Robust estimation (Hoffman et al. 2022).
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Jun 21, 2023 - R
causaleffect: R package for identifying causal effects.
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Oct 28, 2022 - R
R Package for "Matching on generalized propensity scores with continuous exposures". An innovative approach for estimating causal effects using observational data in settings with continuous exposures, and a new framework for GPS caliper matching that jointly matches on both the estimated GPS and exposure levels to fully adjust for confounding b…
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Apr 13, 2024 - R
R implementation of effect measure modification-extended regression-based closed-formula causal mediation analysis
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Jan 6, 2024 - R
The Randomized Conditional Independence Test (RCIT) and the Randomized conditional Correlation Test (RCoT)
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May 23, 2019 - R
📊 🌐 🧑🏫 Website for graduate-level course on program evaluation and causal inference using R, built with Quarto
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Oct 10, 2023 - R
Point-and-click bartCause analysis and causal inference education
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Jun 7, 2024 - R
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