Package: conformalInference.multi 1.1.1

conformalInference.multi: Conformal Inference Tools for Regression with Multivariate Response

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) <arxiv:1604.04173>, Diquigiovanni, Fontana, and Vantini (2021) <arxiv:2102.06746>, Diquigiovanni, Fontana, and Vantini (2021) <arxiv:2106.01792>, Solari, and Djordjilovic (2021) <arxiv:2103.00627>.

Authors:Jacopo Diquigiovanni [aut, ths], Matteo Fontana [aut, ths], Aldo Solari [aut, ths], Simone Vantini [aut, ths], Paolo Vergottini [aut, cre], Ryan Tibshirani [ctb]

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conformalInference.multi.pdf |conformalInference.multi.html
conformalInference.multi/json (API)
NEWS

# Install 'conformalInference.multi' in R:
install.packages('conformalInference.multi', repos = c('https://paolo-vergo.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/ryantibs/conformal/issues

Datasets:
  • bikeMi - Log of all bike rentals in Milan in 2016 form January to March

On CRAN:

Conda:

1.20 score 16 scripts 223 downloads 11 exports 57 dependencies

Last updated 3 years agofrom:12671e6e37. Checks:6 OK, 3 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 20 2025
R-4.5-winNOTEMar 20 2025
R-4.5-macNOTEMar 20 2025
R-4.5-linuxNOTEMar 20 2025
R-4.4-winOKMar 20 2025
R-4.4-macOKMar 20 2025
R-4.4-linuxOKMar 20 2025
R-4.3-winOKMar 20 2025
R-4.3-macOKMar 20 2025

Exports:computing_s_regressionconformal.multidim.fullconformal.multidim.jackplusconformal.multidim.msplitconformal.multidim.splitelastic.funslasso.funslm_multimean_multiplot_multidimridge.funs

Dependencies:base64encclicodetoolscolorspacecpp11digestextrafontextrafontdbfansifarverfastmapfontBitstreamVerafontLiberationfontquiverforeachfuturefuture.applygdtoolsggplot2glmnetglobalsgluegridExtragtablehrbrthemeshtmltoolsisobanditeratorsjsonlitelabelinglatticelifecyclelistenvmagrittrMASSMatrixmgcvmunsellnlmeparallellypillarpkgconfigR6RColorBrewerRcppRcppEigenrlangRttf2pt1scalesshapesurvivalsystemfontstibbleutf8vctrsviridisLitewithr