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hbal: Hierarchically Regularized Entropy Balancing
Implements hierarchically regularized entropy balancing proposed by Xu and Yang (2022) <doi:10.1017/pan.2022.12>. The method adjusts the covariate distributions of the control group to match those of the treatment group. 'hbal' automatically expands the covariate space to include higher order terms and uses cross-validation to select variable penalties for the balancing conditions.
| Version: |
1.2.12 |
| Depends: |
R (≥ 3.6.0) |
| Imports: |
Rcpp (≥ 1.0.1), estimatr, glmnet, gtable, gridExtra, ggplot2, stringr, nloptr, generics |
| LinkingTo: |
Rcpp, RcppEigen |
| Suggests: |
MASS, knitr, rmarkdown, broom, ebal |
| Published: |
2024-01-10 |
| DOI: |
10.32614/CRAN.package.hbal |
| Author: |
Yiqing Xu  [aut,
cre],
Eddie Yang [aut] |
| Maintainer: |
Yiqing Xu <yiqingxu at stanford.edu> |
| License: |
MIT + file LICENSE |
| URL: |
https://yiqingxu.org/packages/hbal/ |
| NeedsCompilation: |
yes |
| CRAN checks: |
hbal results |
Documentation:
Downloads:
Linking:
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https://CRAN.R-project.org/package=hbal
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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