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conformalpvalue: Computes Conformal p-Values

Computes marginal conformal p-values using conformal prediction in binary classification tasks. Conformal prediction is a framework that augments machine learning algorithms with a measure of uncertainty, in the form of prediction regions that attain a user-specified level of confidence. This package specifically focuses on providing conformal p-values that can be used to assess the confidence of the classification predictions. For more details, see Tyagi and Guo (2023) <https://proceedings.mlr.press/v204/tyagi23a.html>.

Version: 0.1.0
Imports: e1071, stats
Suggests: testthat (≥ 3.0.0)
Published: 2023-10-05
DOI: 10.32614/CRAN.package.conformalpvalue
Author: Chhavi Tyagi [aut, cre]
Maintainer: Chhavi Tyagi <tyagi.chhavi2222 at gmail.com>
License: MIT + file LICENSE
NeedsCompilation: no
Materials: README
CRAN checks: conformalpvalue results

Documentation:

Reference manual: conformalpvalue.pdf

Downloads:

Package source: conformalpvalue_0.1.0.tar.gz
Windows binaries: r-devel: conformalpvalue_0.1.0.zip, r-release: conformalpvalue_0.1.0.zip, r-oldrel: conformalpvalue_0.1.0.zip
macOS binaries: r-release (arm64): conformalpvalue_0.1.0.tgz, r-oldrel (arm64): conformalpvalue_0.1.0.tgz, r-release (x86_64): conformalpvalue_0.1.0.tgz, r-oldrel (x86_64): conformalpvalue_0.1.0.tgz

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.