bcROCsurface - Bias-Corrected Methods for Estimating the ROC Surface of Continuous Diagnostic Tests
The bias-corrected estimation methods for the receiver operating characteristics ROC surface and the volume under ROC surfaces (VUS) under missing at random (MAR) assumption.
Last updated 1 years ago
openblascpp
3.45 score 14 scripts 302 downloadsClusROC - ROC Analysis in Three-Class Classification Problems for Clustered Data
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) <doi:10.1177/09622802221089029>. 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) <doi:10.1177/0962280217742539>. Visualization tools are also provided. We refer readers to the articles cited above for all details.
Last updated 2 years ago
biomakerbox-cox-transformationmixed-effects-modelsoptimal-thresholdreciver-operating-characteristicscpp
2.70 score 6 scripts 201 downloads