ctmle: Collaborative Targeted Maximum Likelihood Estimation
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 <jucheng1992 at gmail.com> |
License: |
GPL-2 |
NeedsCompilation: |
no |
Materials: |
README |
In views: |
CausalInference |
CRAN checks: |
ctmle results |
Documentation:
Downloads:
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