CRAN/E | personalized

personalized

Estimation and Validation Methods for Subgroup Identification and Personalized Medicine

Installation

About

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.

Citation personalized citation info
jaredhuling.org/personalized/
arxiv.org/abs/1809.07905
Bug report File report

Key Metrics

Version 0.2.7
Published 2022-06-27 641 days ago
Needs compilation? no
License GPL-2
CRAN checks personalized results

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Maintainer

Maintainer

Jared Huling

jaredhuling@gmail.com

Authors

Jared Huling

aut / cre

Aaron Potvien

ctb

Alexandros Karatzoglou

cph

Alex Smola

cph

Material

README
NEWS
Reference manual
Package source

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

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

personalized archive

Depends

glmnet ≥ 2.0-13
mgcv
ggplot2
plotly

Imports

survival
methods
kernlab
foreach
xgboost

Suggests

knitr
rmarkdown
testthat
nnet

Reverse Depends

personalized2part