personalized: Estimation and Validation Methods for Subgroup Identification and 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 Huling [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

Documentation:

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

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:

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