doi:10.1177/0962280217729845>) and the glmnet-C-TMLE algorithm (Ju et al. (2017) <doi:10.48550/arXiv.1706.10029>).">

ctmle: Collaborative Targeted Maximum Likelihood Estimation (original) (raw)

Implements the general template for collaborative targeted maximum likelihood estimation. It also provides several commonly used C-TMLE instantiation, like the vanilla/scalable variable-selection C-TMLE (Ju et al. (2017) <doi:10.1177/0962280217729845>) and the glmnet-C-TMLE algorithm (Ju et al. (2017) <doi:10.48550/arXiv.1706.10029>).

Version: 0.1.2
Depends: R (≥ 2.14.0), SuperLearner, tmle, glmnet, stats
Suggests: testthat, knitr, rmarkdown, dplyr
Published: 2019-12-13
DOI: 10.32614/CRAN.package.ctmle
Author: Cheng Ju [aut, cre], Susan Gruber [aut], Richard Wyss [ctb], Jenny Haggstrom [ctb], Mark van der Laan [aut, ths]
Maintainer: Cheng Ju
License: GPL-2
NeedsCompilation: no
Materials: README
In views: CausalInference
CRAN checks: ctmle results

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