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causalweight (version 1.0.2)

Estimation Methods for Causal Inference Based on Inverse Probability Weighting

Description

Various estimators of causal effects based on inverse probability weighting, doubly robust estimation, and double machine learning. Specifically, the package includes methods for estimating average treatment effects, direct and indirect effects in causal mediation analysis, and dynamic treatment effects. The models refer to studies of Froelich (2007) , Huber (2012) , Huber (2014) , Huber (2014) , Froelich and Huber (2017) , Hsu, Huber, Lee, and Lettry (2020) , and others.

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Install

install.packages('causalweight')

Monthly Downloads

624

Version

1.0.2

License

MIT + file LICENSE

Maintainer

Last Published

July 8th, 2021

Functions in causalweight (1.0.2)