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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 contain plot functions to visualize the output of the full and split conformal functions. To guarantee consistency, the package structure mimics the univariate 'conformalInference' package of professor Ryan Tibshirani. The main references for the code are: Lei et al. (2016) <doi:10.48550/arXiv.1604.04173>, Diquigiovanni, Fontana, and Vantini (2021) <doi:10.48550/arXiv.2102.06746>, Diquigiovanni, Fontana, and Vantini (2021) <doi:10.48550/arXiv.2106.01792>, Solari, and Djordjilovic (2021) <doi:10.48550/arXiv.2103.00627>.
| Version: | 1.1.1 |
| Depends: | R (≥ 4.1.0) |
| Imports: | future (≥ 1.23.0), future.apply (≥ 1.8.1), ggplot2 (≥ 3.3.5), glmnet, gridExtra (≥ 2.3), hrbrthemes, stats |
| Suggests: | mvtnorm, pbapply |
| Published: | 2022-03-16 |
| 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 |
| URL: | https://github.com/ryantibs/conformal, https://github.com/paolo-vergo/conformalInference.multi |
| NeedsCompilation: | no |
| Materials: | NEWS |
| CRAN checks: | conformalInference.multi results |
| Reference manual: | conformalInference.multi.pdf |
| Package source: | conformalInference.multi_1.1.1.tar.gz |
| Windows binaries: | r-devel: conformalInference.multi_1.1.1.zip, r-release: conformalInference.multi_1.1.1.zip, r-oldrel: conformalInference.multi_1.1.1.zip |
| macOS binaries: | r-release (arm64): conformalInference.multi_1.1.1.tgz, r-oldrel (arm64): conformalInference.multi_1.1.1.tgz, r-release (x86_64): conformalInference.multi_1.1.1.tgz, r-oldrel (x86_64): conformalInference.multi_1.1.1.tgz |
| Old sources: | conformalInference.multi archive |
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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.