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Fits a Causal Effect Random Forest of Interaction Tress (CERFIT) which is a modification of the Random Forest algorithm where each split is chosen to maximize subgroup treatment heterogeneity. Doing this allows it to estimate the individualized treatment effect for each observation in either randomized controlled trial (RCT) or observational data. For more information see X. Su, A. T. Peña, L. Liu, and R. A. Levine (2018) <doi:10.48550/arXiv.1709.04862>.
| Version: | 0.1.0 |
| Depends: | R (≥ 2.10) |
| Imports: | partykit, CBPS, randomForest, twang, Rcpp, stats, glmnet |
| LinkingTo: | Rcpp, RcppArmadillo |
| Published: | 2022-06-01 |
| DOI: | 10.32614/CRAN.package.CERFIT |
| Author: | Justin Thorp [aut, cre], Luo Li [aut], Juanjuan Fan [aut] |
| Maintainer: | Justin Thorp <jjtthorp at gmail.com> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | yes |
| Materials: | README |
| CRAN checks: | CERFIT results |
| Reference manual: | CERFIT.pdf |
| Package source: | CERFIT_0.1.0.tar.gz |
| Windows binaries: | r-devel: CERFIT_0.1.0.zip, r-release: CERFIT_0.1.0.zip, r-oldrel: CERFIT_0.1.0.zip |
| macOS binaries: | r-release (arm64): CERFIT_0.1.0.tgz, r-oldrel (arm64): CERFIT_0.1.0.tgz, r-release (x86_64): CERFIT_0.1.0.tgz, r-oldrel (x86_64): CERFIT_0.1.0.tgz |
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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.