Package: ClusROC Type: Package Title: ROC Analysis in Three-Class Classification Problems for Clustered Data Date: 2022-11-17 Version: 1.0.2 Author: Duc-Khanh To [aut, cre] (), with contributions from Gianfranco Adimari and Monica Chiogna Maintainer: Duc-Khanh To Description: Statistical methods for ROC surface analysis in three-class classification problems for clustered data and in presence of covariates. In particular, the package allows to obtain covariate-specific point and interval estimation for: (i) true class fractions (TCFs) at fixed pairs of thresholds; (ii) the ROC surface; (iii) the volume under ROC surface (VUS); (iv) the optimal pairs of thresholds. Methods considered in points (i), (ii) and (iv) are proposed and discussed in To et al. (2022) . Referring to point (iv), three different selection criteria are implemented: Generalized Youden Index (GYI), Closest to Perfection (CtP) and Maximum Volume (MV). Methods considered in point (iii) are proposed and discussed in Xiong et al. (2018) . Visualization tools are also provided. We refer readers to the articles cited above for all details. License: GPL-3 Depends: R (>= 3.5.0), stats, utils, graphics, nlme, Rcpp (>= 0.12.3) Imports: rgl, ellipse, numDeriv, ggplot2, ggpubr, foreach, iterators, parallel, doParallel LinkingTo: Rcpp, RcppArmadillo Encoding: UTF-8 LazyData: true LazyLoad: yes ByteCompile: yes RoxygenNote: 7.2.2 NeedsCompilation: yes URL: https://github.com/toduckhanh/ClusROC BugReports: https://github.com/toduckhanh/ClusROC/issues Suggests: testthat (>= 3.0.0) Config/testthat/edition: 3 Config/pak/sysreqs: cmake libfreetype6-dev libglu1-mesa-dev make texlive libicu-dev libpng-dev libuv1-dev libgl1-mesa-dev zlib1g-dev Repository: https://toduckhanh.r-universe.dev Date/Publication: 2022-11-17 15:03:13 UTC RemoteUrl: https://github.com/toduckhanh/clusroc RemoteRef: HEAD RemoteSha: 70eb50546c4ce8ee515a656907aa85c3b11ab951 Packaged: 2026-07-03 17:41:23 UTC; root