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conformalInference.fd: Tools for Conformal Inference for Regression in Multivariate Functional Setting

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
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
CRAN checks: conformalInference.fd results

Documentation:

Reference manual: conformalInference.fd.pdf

Downloads:

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

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.
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