ivitr: Estimate IV-Optimal Individualized Treatment Rules (original) (raw)
A method that estimates an IV-optimal individualized treatment rule. An individualized treatment rule is said to be IV-optimal if it minimizes the maximum risk with respect to the putative IV and the set of IV identification assumptions. Please refer to <doi:10.48550/arXiv.2002.02579> for more details on the methodology and some theory underpinning the method. Function IV-PILE() uses functions in the package 'locClass'. Package 'locClass' can be accessed and installed from the 'R-Forge' repository via the following link: <https://r-forge.r-project.org/projects/locclass/>. Alternatively, one can install the package by entering the following in R: 'install.packages("locClass", repos="<http://R-Forge.R-project.org>")'.
Version: | 0.1.0 |
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Depends: | R (≥ 2.10) |
Imports: | stats, nnet, randomForest, dplyr, rlang |
Suggests: | locClass |
Published: | 2020-09-11 |
DOI: | 10.32614/CRAN.package.ivitr |
Author: | Bo Zhang |
Maintainer: | Bo Zhang |
License: | GPL-3 |
NeedsCompilation: | no |
CRAN checks: | ivitr results |
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