Package: conformalInference.fd 1.1.1

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) <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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NEWS

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

Peer review:

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

Datasets:
  • bike_log - Log of all bike rentals in Milan in 2016 form January to March.
  • bike_regressors - Regressors to model the log of all bike rentals in Milan in 2016.

On CRAN:

1.23 score 17 scripts 179 downloads 7 exports 95 dependencies

Last updated 3 years agofrom:5ddbff80e1. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 22 2024
R-4.5-winOKOct 22 2024
R-4.5-linuxOKOct 22 2024
R-4.4-winOKOct 22 2024
R-4.4-macOKOct 22 2024
R-4.3-winOKOct 22 2024
R-4.3-macOKOct 22 2024

Exports:computing_s_regressionconcurrentconformal.fun.jackplusconformal.fun.msplitconformal.fun.splitmean_listsplot_fun

Dependencies:abindashbackportsbitopsbootbroomcarcarDatacliclustercodetoolscolorspacecorrplotcowplotcpp11DerivdeSolvedigestdoBydplyrfansifarverfdafdsFNNFormulafuturefuture.applygenericsggnewscaleggplot2ggpubrggrepelggsciggsignifglobalsgluegridExtragtablehdrcdeisobandkernlabKernSmoothkslabelinglatticelifecyclelistenvlme4locfitmagrittrMASSMatrixMatrixModelsmclustmgcvmicrobenchmarkminqamodelrmulticoolmunsellmvtnormnlmenloptrnnetnumDerivparallellypbkrtestpcaPPpillarpkgconfigpolynompracmapurrrquantregR6rainbowRColorBrewerRcppRcppEigenRCurlrlangrstatixscalesSparseMstringistringrsurvivaltibbletidyrtidyselectutf8vctrsviridisLitewithr