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conformalInference.fd (version 1.1.1)

Tools for Conformal Inference for Regression in Multivariate Functional Setting

Description

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

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Install

install.packages('conformalInference.fd')

Monthly Downloads

199

Version

1.1.1

License

GPL-2

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Maintainer

Paolo Vergottini

Last Published

March 23rd, 2022

Functions in conformalInference.fd (1.1.1)

computing_s_regression

COMPUTING THE MODULATION FUNCTION S
conformalInference.fd-package

Tools for Conformal Inference for Regression in Multivariate Functional Setting
conformal.fun.msplit

Functional Multi Split Conformal Prediction Regions
plot_fun

Plot Functional Split Conformal Confidence Bands
concurrent

Concurrent Model for Functional Regression
mean_lists

Mean of Functional Data
conformal.fun.jackplus

Functional Jackknife + Prediction Regions
conformal.fun.split

Functional Split Conformal Prediction Intervals
bike_regressors

Regressors to model the log of all bike rentals in Milan in 2016.
bike_log

Log of all bike rentals in Milan in 2016 form January to March.