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.

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Description file content

Package
cvAUC
Type
Package
Title
Cross-Validated Area Under the ROC Curve Confidence Intervals
Version
1.1.0
Date
2014-12-07
Author
Erin LeDell, Maya Petersen, Mark van der Laan
Maintainer
Erin LeDell
Description
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.
License
Apache License (== 2.0)
Depends
ROCR, data.table
URL
BugReports
https://github.com/ledell/cvAUC/issues
LazyLoad
yes
Packaged
2014-12-09 01:09:45 UTC; ledell
NeedsCompilation
no
Repository
CRAN
Date/Publication
2014-12-09 07:12:38

install.packages('cvAUC')

1.1.0

03 years ago

https://github.com/ledell/cvAUC

Erin LeDell

Apache License (== 2.0)

Depends on

ROCR, data.table

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