Package: personalized Type: Package Title: Estimation and Validation Methods for Subgroup Identification and Personalized Medicine Version: 0.2.8 Authors@R: c( person("Jared", "Huling", role = c("aut", "cre"), email = "jaredhuling@gmail.com", comment = c(ORCID = "0000-0003-0670-4845")), person("Aaron", "Potvien", role = "ctb"), person("Alexandros", "Karatzoglou", role = "cph"), person("Alex", "Smola", role = "cph") ) Description: 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) . This package is intended for use for both randomized controlled trials and observational studies and is described in detail in Huling and Yu (2021) . URL: https://jaredhuling.org/personalized/, https://arxiv.org/abs/1809.07905 BugReports: https://github.com/jaredhuling/personalized/issues License: GPL-2 Encoding: UTF-8 LazyData: true Suggests: knitr, rmarkdown, testthat, nnet Imports: survival, methods, kernlab, foreach, xgboost (>= 3.1.2.1), data.table (>= 1.9.6) Depends: glmnet (>= 2.0-13), mgcv, ggplot2, plotly RoxygenNote: 7.3.3 VignetteBuilder: knitr Config/pak/sysreqs: cmake make libicu-dev libuv1-dev libssl-dev Repository: https://jaredhuling.r-universe.dev Date/Publication: 2026-01-08 16:40:59 UTC RemoteUrl: https://github.com/jaredhuling/personalized RemoteRef: HEAD RemoteSha: da31260c36bc6df72a5f13675dd9b04c4c018839 NeedsCompilation: no Packaged: 2026-06-10 10:50:56 UTC; root Author: Jared Huling [aut, cre] (ORCID: ), Aaron Potvien [ctb], Alexandros Karatzoglou [cph], Alex Smola [cph] Maintainer: Jared Huling