Package: cvAUC 1.1.4
cvAUC: Cross-Validated Area Under the ROC Curve Confidence Intervals
Tools for working with and evaluating cross-validated area under the ROC curve (AUC) estimators. The primary functions of the package are ci.cvAUC and ci.pooled.cvAUC, which report cross-validated AUC and compute confidence intervals for cross-validated AUC estimates based on influence curves for i.i.d. and pooled repeated measures data, respectively. One benefit to using influence curve based confidence intervals is that they require much less computation time than bootstrapping methods. The utility functions, AUC and cvAUC, are simple wrappers for functions from the ROCR package.
Authors:
cvAUC_1.1.4.tar.gz
cvAUC_1.1.4.zip(r-4.5)cvAUC_1.1.4.zip(r-4.4)cvAUC_1.1.4.zip(r-4.3)
cvAUC_1.1.4.tgz(r-4.5-any)cvAUC_1.1.4.tgz(r-4.4-any)cvAUC_1.1.4.tgz(r-4.3-any)
cvAUC_1.1.4.tar.gz(r-4.5-noble)cvAUC_1.1.4.tar.gz(r-4.4-noble)
cvAUC_1.1.4.tgz(r-4.4-emscripten)cvAUC_1.1.4.tgz(r-4.3-emscripten)
cvAUC.pdf |cvAUC.html✨
cvAUC/json (API)
NEWS
# Install 'cvAUC' in R: |
install.packages('cvAUC', repos = c('https://ledell.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/ledell/cvauc/issues
- adherence - Data set: Simulated Pooled Repeated Measures Data
- admissions - Data set: Simulated Admissions Data with Binary Outcome
aucconfidence-intervalscross-validationmachine-learningstatisticsvariance
Last updated 3 years agofrom:4c7feae3a4. Checks:9 OK. Indexed: yes.
Target | Result | Latest binary |
---|---|---|
Doc / Vignettes | OK | Mar 11 2025 |
R-4.5-win | OK | Mar 11 2025 |
R-4.5-mac | OK | Mar 11 2025 |
R-4.5-linux | OK | Mar 11 2025 |
R-4.4-win | OK | Mar 11 2025 |
R-4.4-mac | OK | Mar 11 2025 |
R-4.4-linux | OK | Mar 11 2025 |
R-4.3-win | OK | Mar 11 2025 |
R-4.3-mac | OK | Mar 11 2025 |
Exports:AUCci.cvAUCci.pooled.cvAUCcvAUC
Dependencies:bitopscaToolsdata.tablegplotsgtoolsKernSmoothROCR
Citation
To cite package ‘cvAUC’ in publications use:
LeDell E, Petersen M, van der Laan M (2022). cvAUC: Cross-Validated Area Under the ROC Curve Confidence Intervals. R package version 1.1.4, https://github.com/ledell/cvauc.
ATTENTION: This citation information has been auto-generated from the package DESCRIPTION file and may need manual editing, see ‘help("citation")’.
Corresponding BibTeX entry:
@Manual{, title = {cvAUC: Cross-Validated Area Under the ROC Curve Confidence Intervals}, author = {Erin LeDell and Maya Petersen and Mark {van der Laan}}, year = {2022}, note = {R package version 1.1.4}, url = {https://github.com/ledell/cvauc}, }