personalized: Estimation and Validation Methods for Subgroup Identification and Personalized Medicine (original) (raw)
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 |
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:
Downloads:
Reverse dependencies:
Linking:
Please use the canonical formhttps://CRAN.R-project.org/package=personalizedto link to this page.