CRAN/E | conformalInference.multi

conformalInference.multi

Conformal Inference Tools for Regression with Multivariate Response

Installation

About

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) , Diquigiovanni, Fontana, and Vantini (2021) , Diquigiovanni, Fontana, and Vantini (2021) , Solari, and Djordjilovic (2021) .

github.com/ryantibs/conformal
github.com/paolo-vergo/conformalInference.multi

Key Metrics

Version 1.1.1
R ≥ 4.1.0
Published 2022-03-16 766 days ago
Needs compilation? no
License GPL-2
CRAN checks conformalInference.multi results

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Maintainer

Maintainer

Paolo Vergottini

paolo.vergottini@gmail.com

Authors

Jacopo Diquigiovanni

aut / ths

Matteo Fontana

aut / ths

Aldo Solari

aut / ths

Simone Vantini

aut / ths

Paolo Vergottini

aut / cre

Ryan Tibshirani

ctb

Material

NEWS
Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

conformalInference.multi archive

Depends

R ≥ 4.1.0

Imports

future ≥ 1.23.0
future.apply ≥ 1.8.1
ggplot2 ≥3.3.5
glmnet
gridExtra ≥ 2.3
hrbrthemes
stats

Suggests

mvtnorm
pbapply