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:Erin LeDell, Maya Petersen, Mark van der Laan

cvAUC_1.1.4.tar.gz
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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

Datasets:
  • adherence - Data set: Simulated Pooled Repeated Measures Data
  • admissions - Data set: Simulated Admissions Data with Binary Outcome

On CRAN:

Conda:

aucconfidence-intervalscross-validationmachine-learningstatisticsvariance

9.17 score 23 stars 40 packages 317 scripts 3.4k downloads 20 mentions 4 exports 7 dependencies

Last updated 3 years agofrom:4c7feae3a4. Checks:9 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 11 2025
R-4.5-winOKMar 11 2025
R-4.5-macOKMar 11 2025
R-4.5-linuxOKMar 11 2025
R-4.4-winOKMar 11 2025
R-4.4-macOKMar 11 2025
R-4.4-linuxOKMar 11 2025
R-4.3-winOKMar 11 2025
R-4.3-macOKMar 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},
  }