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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) <arXiv:1706.10029>).

Functions (8)

bound

set outliers to min/max allowable values. It assumes x contains only numerical data

build_gn_seq

Help function to build the sequence of gn candidates in ctmleGeneral

ctmleDiscrete

Discrete Collaborative Targeted Minimum-loss based Estimation

ctmleGeneral

General Template for Collaborative Targeted Maximum Likelihood Estimation

ctmleGlmnet

Collaborative Targeted Maximum Likelihood Estimation for hyper-parameter tuning of LASSO

print.ctmle

print a ctmle object

print.summary.ctmle

print the summary of a ctmle object

summary.ctmle

Summarise a ctmle object

ctmle

Collaborative Targeted Maximum Likelihood Estimation

v0.1.2
GPL-2
Authors
Cheng Ju [aut, cre], Susan Gruber [aut], Richard Wyss [ctb], Jenny Haggstrom [ctb], Mark van der Laan [aut, ths]
Initial release
2019-12-08

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