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ROCModels
ROC Models and AUC Estimation
View on CRAN: Click
here
Download and install ROCModels package within the R console
Install from CRAN:
install.packages("ROCModels")
Install from Github:
library("remotes")
install_github("cran/ROCModels") Install by package version:
library("remotes")
install_version("ROCModels", "1.0.0") Attach the package and use:
library("ROCModels")
Maintained by
Ruhul Ali Khan
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-03-16
Latest Update: 2026-03-16
Description:
The receiver operating characteristic (ROC) curve is one of the most widely used tools for evaluating diagnostic and prognostic biomarkers across diverse scientific fields, particularly in medicine. Despite its ubiquity, ROC estimation and testing methods differ substantially in their assumptions and resulting curve properties. This package provides a unified framework for constructing, visualizing, and comparing parametric, nonparametric, semiparametric, and Bayesian ROC curves. 'ROCModels' helps researchers identify and implement ROC inference methods most suitable for their data. See the accompanying vignette 'ROCModels_Package_Doc' for a detailed introduction. Alonzo, T. A., and Pepe, M. S. (2002) <doi:10.1093/biostatistics/3.3.421>, Andrews, D. F., and Herzberg, A. M. (1985) <doi:10.1007/978-1-4612-5098-2>, Bamber, D. (1975) <doi:10.1016/0022-2496(75)90001-2>, Cox, D. R. (1972) <doi:10.1111/j.2517-6161.1972.tb00899.x>, Cox, D. R. (1975) <doi:10.1093/biomet/62.2.269>, DeLong, E. R., DeLong, D. M., and Clarke-Pearson, D. L. (1988) <doi:10.2307/2531595>, Dorfman, D. D., and Alf, E. (1969) <doi:10.1016/0022-2496(69)90019-4>, Dorfman, D. D., Berbaum, K. S., and Metz, C. E. (1997) <doi:10.1016/s1076-6332(97)80013-x>, Erkanli, A., Sung, L., and Stamey, J. D. (2006) <doi:10.1002/sim.2496>, Faraggi, D., and Reiser, B. (2002) <doi:10.1002/sim.1228>, Ghebremichael, M., and Habtemicael, S. (2018) <doi:10.1080/02664763.2017.1420758>, Ghebremichael, M., and Michael, H. (2024) <doi:10.1080/03610918.2022.2032159>, Ghebremichael, M., Michael, H.,Tubbs, J., and Paintsil, E. (2019) <doi:10.3844/jmssp.2019.55.64>, Gönen, M., and Heller, G. (2010) <doi:10.1177/0272989X09360067>, Gopalakrishnan, V., Bose, E., Nair, U., Cheng, Y., and Ghebremichael, M. (2020) <doi:10.1186/s12879-020-05458-w>, Green, D. M., and Swets, J. A. (1966, ISBN:0471324205), Gu, J., and Ghosal, S. (2009) <doi:10.1016/j.jspi.2008.09.014>, Gu, Y., Ghosal, S., and Roy, A. (2008) <doi:10.1002/sim.3366>, Guidoum, A. C. (2020) <doi:10.32614/CRAN.package.kedd>, <doi:10.48550/arXiv.2012.06102>, Guo, B. (2015) <https://d-scholarship.pitt.edu/23590/1/Guo_Ben_thesis_12-2014.pdf>, Hanley, J. A., and McNeil, B. J. (1982) <doi:10.1148/radiology.143.1.7063747>, Hsieh, F., and Turnbull, B. W. (1996) <doi:10.1214/aos/1033066197>, Hussain, E. (2012) <doi:10.6000/1927-5129.2012.08.02.09>, Ishwaran, H., and James, L. F. (2002) <doi:10.1198/106186002411>, Jokiel-Rokita, A., and Topolnicki, R. (2020) <doi:10.1016/j.csda.2019.106820>, Krzanowski, W. J., and Hand, D. J. (2009) <doi:10.1201/9781439800225>, Kundu, D., and Gupta, R. D. (2006) <doi:10.1109/TR.2006.874918>, Lloyd, C. J. (1998) <doi:10.1080/01621459.1998.10473797>, Lehmann, E. L. (1953) <doi:10.1214/aoms/1177729080>, Metz, C. E., Herman, B. A., and Shen, J. H. (1998) <doi:10.1002/(SICI)1097-0258(19980515)17:9%3C1033::AID-SIM784%3E3.0.CO;2-Z>, Pepe, M. S. (2003) <doi:10.1093/oso/9780198509844.001.0001>, Pundir, S., and Amala, R. (2014) <doi:10.22237/jmasm/1398917940>, Silverman, B. W. (2018) <doi:10.1201/9781315140919>, Yeo, I. K., and Johnson, R. A. (2000) <doi:10.1093/biomet/87.4.954>, Zhou, X. H., McClish, D. K., and Obuchowski, N. A. (2009) <doi:10.1002/9780470906514>, Zou, K. H., Hall, W. J., and Shapiro, D. E. (1997) <doi:10.1002/(SICI)1097-0258(19971015)16:19%3C2143::AID-SIM655%3E3.0.CO;2-3>.
How to cite:
Ruhul Ali Khan (2026). ROCModels: ROC Models and AUC Estimation. R package version 1.0.0, https://cran.r-project.org/web/packages/ROCModels. Accessed 28 Oct. 2026.
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