cvAUC: Cross-Validated Area Under the ROC Curve Confidence Intervals

This package contains various 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.

Author
Erin LeDell, Maya Petersen, Mark van der Laan
Date of publication
2014-12-09 07:12:38
Maintainer
Erin LeDell <ledell@berkeley.edu>
License
Apache License (== 2.0)
Version
1.1.0
URLs

View on CRAN

Man pages

adherence
Data set: Simulated Pooled Repeated Measures Data
admissions
Data set: Simulated Admissions Data with Binary Outcome
AUC
Area Under the ROC Curve
ci.cvAUC
Confidence Intervals for Cross-validated Area Under the ROC...
ci.pooled.cvAUC
Confidence Intervals for Cross-validated Area Under the ROC...
cvAUC
Cross-validated Area Under the ROC Curve (AUC)
cvAUC-package
Cross-Validated Area Under the ROC Curve Confidence Intervals

Files in this package

cvAUC
cvAUC/NAMESPACE
cvAUC/NEWS
cvAUC/data
cvAUC/data/adherence.rda
cvAUC/data/datalist
cvAUC/data/admissions.rda
cvAUC/R
cvAUC/R/cvAUC.R
cvAUC/R/ci.cvAUC.R
cvAUC/R/internals.R
cvAUC/R/cvAUC-internal.R
cvAUC/R/AUC.R
cvAUC/R/ci.pooled.cvAUC.R
cvAUC/R/zzz.R
cvAUC/README.md
cvAUC/MD5
cvAUC/DESCRIPTION
cvAUC/man
cvAUC/man/AUC.Rd
cvAUC/man/ci.cvAUC.Rd
cvAUC/man/cvAUC-package.Rd
cvAUC/man/ci.pooled.cvAUC.Rd
cvAUC/man/adherence.Rd
cvAUC/man/admissions.Rd
cvAUC/man/cvAUC.Rd