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'))

Peer review:

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:

1.18 score 15 scripts 206 downloads 11 exports 56 dependencies

Last updated 3 years agofrom:12671e6e37. Checks:OK: 5 NOTE: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 21 2024
R-4.5-winNOTEOct 21 2024
R-4.5-linuxNOTEOct 21 2024
R-4.4-winOKOct 21 2024
R-4.4-macOKOct 21 2024
R-4.3-winOKOct 21 2024
R-4.3-macOKOct 21 2024

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

Dependencies:base64encclicodetoolscolorspacecpp11digestextrafontextrafontdbfansifarverfastmapfontBitstreamVerafontLiberationfontquiverforeachfuturefuture.applygdtoolsggplot2glmnetglobalsgluegridExtragtablehrbrthemeshtmltoolsisobanditeratorslabelinglatticelifecyclelistenvmagrittrMASSMatrixmgcvmunsellnlmeparallellypillarpkgconfigR6RColorBrewerRcppRcppEigenrlangRttf2pt1scalesshapesurvivalsystemfontstibbleutf8vctrsviridisLitewithr