Package: ivitr 0.1.0

Bo Zhang

ivitr: Estimate IV-Optimal Individualized Treatment Rules

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 <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>")'.

Authors:Bo Zhang

ivitr_0.1.0.tar.gz
ivitr_0.1.0.tar.gz(r-4.5-noble)ivitr_0.1.0.tar.gz(r-4.4-noble)
ivitr_0.1.0.tgz(r-4.4-emscripten)ivitr_0.1.0.tgz(r-4.3-emscripten)
ivitr.pdf |ivitr.html✨
ivitr/json (API)

# Install 'ivitr' in R:
install.packages('ivitr', repos = 'https://cloud.r-project.org')
Datasets:

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

1.00 score 139 downloads 3 exports 18 dependencies

Last updated 5 years agofrom:4404053c31. Checks:2 OK, 1 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 26 2025
R-4.5-linuxOKMar 26 2025
R-4.4-linuxNOTEMar 26 2025

Exports:estimate_BP_boundestimate_Sid_boundIV_PILE

Dependencies:clidplyrfansigenericsgluelifecyclemagrittrnnetpillarpkgconfigR6randomForestrlangtibbletidyselectutf8vctrswithr

Citation

To cite package ‘ivitr’ in publications use:

Zhang B (2020). ivitr: Estimate IV-Optimal Individualized Treatment Rules. R package version 0.1.0, https://CRAN.R-project.org/package=ivitr.

ATTENTION: This citation information has been auto-generated from the package DESCRIPTION file and may need manual editing, see ‘help("citation")’.

Corresponding BibTeX entry: 

  @Manual{,
    title = {ivitr: Estimate IV-Optimal Individualized Treatment
      Rules},
    author = {Bo Zhang},
    year = {2020},
    note = {R package version 0.1.0},
    url = {https://CRAN.R-project.org/package=ivitr},
  }