README.md
In BarkleyBG/causalsandwich: Estimating Causal Effects with M-Estimation Sandwich Variance Estimator
causalsandwich is used to estimate causal effects with empirical sandwich variance estimator.
This means that the estimators have nice asymptotic properties when models are correctly specified.
Methods currently implemented
as of version 0.0.1:
- Estimators of the average treament effect
- IPTW
- G-formula
- Doubly Robust estimator
Why use causalsandwich? Easy implementation with valid inference!
- This package is inteded to be a "one-stop-shop" with emphasis on ease of use.
- The estimators here are consistent and asymptotically normal following usual regularity assumptions.
What's geex?
geex is a package designed for easy implementation of estimating equations. The causalsandwich package is powered by geex
What are estimating equations?
How to install
The package can be installed from Github:
devtools::install_github("BarkleyBG/causalsandwich")
BarkleyBG/causalsandwich documentation built on May 28, 2019, 11:36 a.m.
R Package Documentation
Browse R Packages
We want your feedback!
Note that we can't provide technical support on individual packages. You should contact the package authors for that.
causalsandwich is used to estimate causal effects with empirical sandwich variance estimator.
This means that the estimators have nice asymptotic properties when models are correctly specified.
Methods currently implemented
as of version 0.0.1:
- Estimators of the average treament effect
- IPTW
- G-formula
- Doubly Robust estimator
Why use causalsandwich? Easy implementation with valid inference!
- This package is inteded to be a "one-stop-shop" with emphasis on ease of use.
- The estimators here are consistent and asymptotically normal following usual regularity assumptions.
What's geex?
geex is a package designed for easy implementation of estimating equations. The causalsandwich package is powered by geex
What are estimating equations?
How to install
The package can be installed from Github:
devtools::install_github("BarkleyBG/causalsandwich")
R Package Documentation
Browse R Packages
We want your feedback!
Note that we can't provide technical support on individual packages. You should contact the package authors for that.
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