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:
conformalInference.fd_1.1.1.tar.gz
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conformalInference.fd.pdf |conformalInference.fd.html✨
conformalInference.fd/json (API)
NEWS
# Install 'conformalInference.fd' in R: |
install.packages('conformalInference.fd', repos = c('https://paolo-vergo.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/ryantibs/conformal/issues
- 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.
Last updated 3 years agofrom:5ddbff80e1. Checks:OK: 7. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Oct 22 2024 |
R-4.5-win | OK | Oct 22 2024 |
R-4.5-linux | OK | Oct 22 2024 |
R-4.4-win | OK | Oct 22 2024 |
R-4.4-mac | OK | Oct 22 2024 |
R-4.3-win | OK | Oct 22 2024 |
R-4.3-mac | OK | Oct 22 2024 |
Exports:computing_s_regressionconcurrentconformal.fun.jackplusconformal.fun.msplitconformal.fun.splitmean_listsplot_fun
Dependencies:abindashbackportsbitopsbootbroomcarcarDatacliclustercodetoolscolorspacecorrplotcowplotcpp11DerivdeSolvedigestdoBydplyrfansifarverfdafdsFNNFormulafuturefuture.applygenericsggnewscaleggplot2ggpubrggrepelggsciggsignifglobalsgluegridExtragtablehdrcdeisobandkernlabKernSmoothkslabelinglatticelifecyclelistenvlme4locfitmagrittrMASSMatrixMatrixModelsmclustmgcvmicrobenchmarkminqamodelrmulticoolmunsellmvtnormnlmenloptrnnetnumDerivparallellypbkrtestpcaPPpillarpkgconfigpolynompracmapurrrquantregR6rainbowRColorBrewerRcppRcppEigenRCurlrlangrstatixscalesSparseMstringistringrsurvivaltibbletidyrtidyselectutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Log of all bike rentals in Milan in 2016 form January to March. | bike_log |
Regressors to model the log of all bike rentals in Milan in 2016. | bike_regressors |
COMPUTING THE MODULATION FUNCTION S | computing_s_regression |
Concurrent Model for Functional Regression | concurrent |
Functional Jackknife + Prediction Regions | conformal.fun.jackplus |
Functional Multi Split Conformal Prediction Regions | conformal.fun.msplit |
Functional Split Conformal Prediction Intervals | conformal.fun.split |
Mean of Functional Data | mean_lists |
Plot Functional Split Conformal Confidence Bands | plot_fun |