modelROC
1.0Model Based ROC Analysis
Overview
The ROC curve method is one of the most important and commonly used methods for model accuracy assessment, which is one of the most important elements of model evaluation. The 'modelROC' package is a model-based ROC assessment tool, which directly works for ROC analysis of regression results for logistic regression of binary variables, including the glm() and lrm() commands, and COX regression for survival analysis, including the cph() and coxph() commands. The most important feature of 'modelROC' is that both the model and the independent variables can be analysed simultaneously, and for survival analysis multiple time points and area under the curve analysis are supported. Still, flexible visualisation is possible with the 'ggplot2' package. Reference are Kelly H. Zou (1998) doi:10.1002/(sici)1097-0258(19971015)16:19%3C2143::aid-sim655%3E3.0.co;2-3 and P J Heagerty (2000) doi:10.1111/j.0006-341x.2000.00337.x.
Install
Health
CRAN check results are not tracked yet.
Documentation
- Examples that run
- 100%
- Documented parameters
- not tracked
- Return-value docs
- 100%
- References docs
- 25%
Downloads
Dependencies
Nothing depends on this yet.
Code & Tests
People & History
1 release. R releases are shown for context.
- RR 4.3.0 released · 2023-04-21
- archivedRemoved from CRAN2022-12-05requires archived package 'survivalROC'
- RR 4.2.0 released · 2022-04-22
- 1.02021-06-25
- RR 4.1.0 released · 2021-05-18
Package metadata
- Total releases
- 1
- License
- GPL-3 OSI
- Download size
- not tracked yet
- Installed size
- not tracked yet
- With dependencies
- not tracked yet
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("modelROC")This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-08-13, which the citation names so these numbers can be found later. More on citing and the projects behind them.