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personalized: Estimation and Validation Methods for Subgroup Identificationand Personalized Medicine

Provides functions for fitting and validation of models for subgroup identification and personalized medicine / precision medicine under the general subgroup identification framework of Chen et al. (2017) <doi:10.1111/biom.12676>. This package is intended for use for both randomized controlled trials and observational studies and is described in detail in Huling and Yu (2021) <doi:10.18637/jss.v098.i05>.

Version:0.2.7
Depends:glmnet (≥ 2.0-13),mgcv,ggplot2,plotly
Imports:survival, methods,kernlab,foreach,xgboost
Suggests:knitr,rmarkdown,testthat,nnet
Published:2022-06-27
DOI:10.32614/CRAN.package.personalized
Author:Jared HulingORCID iD [aut, cre], Aaron Potvien [ctb], Alexandros Karatzoglou [cph], Alex Smola [cph]
Maintainer:Jared Huling <jaredhuling at gmail.com>
BugReports:https://github.com/jaredhuling/personalized/issues
License:GPL-2
URL:https://jaredhuling.org/personalized/,https://arxiv.org/abs/1809.07905
NeedsCompilation:no
Citation:personalized citation info
Materials:README,NEWS
In views:CausalInference
CRAN checks:personalized results[issues need fixing before 2026-01-16]

Documentation:

Reference manual:personalized.html ,personalized.pdf
Vignettes:Utilities for Improving Estimation Efficiency via Augmentation and for Propensity Score Estimation (source,R code)
Estimation of Flexible ITRs with xgboost (source,R code)
Multi-category Treatments with 'personalized' (source,R code)
Usage of the Personalized Package (source,R code)

Downloads:

Package source: personalized_0.2.7.tar.gz
Windows binaries: r-devel:personalized_0.2.7.zip, r-release:personalized_0.2.7.zip, r-oldrel:personalized_0.2.7.zip
macOS binaries: r-release (arm64):personalized_0.2.7.tgz, r-oldrel (arm64):personalized_0.2.7.tgz, r-release (x86_64):personalized_0.2.7.tgz, r-oldrel (x86_64):personalized_0.2.7.tgz
Old sources: personalized archive

Reverse dependencies:

Reverse depends:personalized2part

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=personalizedto link to this page.


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