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Provides tools for estimating model-agnostic prediction intervals using conformal prediction, bootstrapping, and parametric prediction intervals. The package is designed for ease of use, offering intuitive functions for both binned and full conformal prediction methods, as well as parametric interval estimation with diagnostic checks. Currently only working for continuous predictions. For details on the conformal and bin-conditional conformal prediction methods, see Randahl, Williams, and Hegre (2024) <doi:10.48550/arXiv.2410.14507>.
| Version: | 0.7.5 |
| Imports: | dplyr, foreach, tibble |
| Published: | 2025-03-05 |
| DOI: | 10.32614/CRAN.package.pintervals |
| Author: | David Randahl [aut, cre], Jonathan P. Wiliams [ctb] |
| Maintainer: | David Randahl <david.randahl at pcr.uu.se> |
| License: | MIT + file LICENSE |
| NeedsCompilation: | no |
| CRAN checks: | pintervals results |
| Reference manual: | pintervals.pdf |
| Package source: | pintervals_0.7.5.tar.gz |
| Windows binaries: | r-devel: pintervals_0.7.5.zip, r-release: pintervals_0.7.5.zip, r-oldrel: pintervals_0.7.5.zip |
| macOS binaries: | r-devel (arm64): pintervals_0.7.5.tgz, r-release (arm64): pintervals_0.7.5.tgz, r-oldrel (arm64): pintervals_0.7.5.tgz, r-devel (x86_64): pintervals_0.7.5.tgz, r-release (x86_64): pintervals_0.7.5.tgz, r-oldrel (x86_64): pintervals_0.7.5.tgz |
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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.