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It computes full conformal, split conformal and multi split conformal prediction regions when the response has functional nature. Moreover, the package also contain a plot function to visualize the output of the split conformal. To guarantee consistency, the package structure mimics the univariate 'conformalInference' package of professor Ryan Tibshirani. The main references for the code are: 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: | fda (≥ 5.5.1), future (≥ 1.23.0), future.apply (≥ 1.8.1), ggplot2 (≥ 3.3.5), stats, utils, methods, ggnewscale, ggpubr, scales |
Suggests: | roahd, pbapply |
Published: | 2022-03-23 |
DOI: | 10.32614/CRAN.package.conformalInference.fd |
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.fd |
NeedsCompilation: | no |
Materials: | NEWS |
In views: | FunctionalData |
CRAN checks: | conformalInference.fd results |
Reference manual: | conformalInference.fd.pdf |
Package source: | conformalInference.fd_1.1.1.tar.gz |
Windows binaries: | r-devel: conformalInference.fd_1.1.1.zip, r-release: conformalInference.fd_1.1.1.zip, r-oldrel: conformalInference.fd_1.1.1.zip |
macOS binaries: | r-release (arm64): conformalInference.fd_1.1.1.tgz, r-oldrel (arm64): conformalInference.fd_1.1.1.tgz, r-release (x86_64): conformalInference.fd_1.1.1.tgz, r-oldrel (x86_64): conformalInference.fd_1.1.1.tgz |
Old sources: | conformalInference.fd archive |
Please use the canonical form https://CRAN.R-project.org/package=conformalInference.fd to link to this page.
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.