High-Performance Open-Source Archive
It computes full conformal, split conformal and multi-split conformal prediction regions when the response variable is multivariate (i.e. dimension is greater than one). Moreover, the package also contains plot functions to visualize the output of the full and split conformal functions. To guarantee consistency, the package structure mimics the univariate package 'conformalInference' by Ryan Tibshirani. See Lei, G’sell, Rinaldo, Tibshirani, & Wasserman (2018) <doi:10.1080/01621459.2017.1307116> for full and split conformal prediction in regression, and Barber, Candès, Ramdas, & Tibshirani (2023) <doi:10.1214/23-AOS2276> for extensions beyond exchangeability.
| Version: | 1.1.2 |
| Depends: | R (≥ 4.1.0) |
| Imports: | future (≥ 1.23.0), future.apply (≥ 1.8.1), ggplot2 (≥ 3.3.5), glmnet, gridExtra (≥ 2.3), stats, utils |
| Suggests: | mvtnorm |
| Published: | 2025-09-15 |
| DOI: | 10.32614/CRAN.package.conformalInference.multi |
| Author: | Jacopo Diquigiovanni [aut, ths], Matteo Fontana [aut, ths], Aldo Solari [aut, ths], Simone Vantini [aut, ths], Paolo Vergottini [aut, cre], Ryan Tibshirani [ctb] |
| Maintainer: | Paolo Vergottini <paolo.vergottini at gmail.com> |
| License: | GPL-2 | file LICENSE |
| URL: | https://github.com/ryantibs/conformal |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | conformalInference.multi results |
| Reference manual: | conformalInference.multi.html , conformalInference.multi.pdf |
| Package source: | conformalInference.multi_1.1.2.tar.gz |
| Windows binaries: | r-devel: conformalInference.multi_1.1.2.zip, r-release: conformalInference.multi_1.1.2.zip, r-oldrel: conformalInference.multi_1.1.2.zip |
| macOS binaries: | r-release (arm64): conformalInference.multi_1.1.2.tgz, r-oldrel (arm64): conformalInference.multi_1.1.2.tgz, r-release (x86_64): conformalInference.multi_1.1.2.tgz, r-oldrel (x86_64): conformalInference.multi_1.1.2.tgz |
| Old sources: | conformalInference.multi archive |
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