Package: smoothic 1.2.0

smoothic: Variable Selection Using a Smooth Information Criterion

Implementation of the SIC epsilon-telescope method, either using single or distributional (multiparameter) regression. Includes classical regression with normally distributed errors and robust regression, where the errors are from the Laplace distribution. The "smooth generalized normal distribution" is used, where the estimation of an additional shape parameter allows the user to move smoothly between both types of regression. See O'Neill and Burke (2022) "Robust Distributional Regression with Automatic Variable Selection" for more details. <arxiv:2212.07317>. This package also contains the data analyses from O'Neill and Burke (2023). "Variable selection using a smooth information criterion for distributional regression models". <doi:10.1007/s11222-023-10204-8>.

Authors:Meadhbh O'Neill [aut, cre], Kevin Burke [aut]

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NEWS

# Install 'smoothic' in R:
install.packages('smoothic', repos = c('https://meadhbh-oneill.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/meadhbh-oneill/smoothic/issues

Datasets:

On CRAN:

3 exports 1 stars 0.75 score 57 dependencies 3 scripts 338 downloads

Last updated 1 years agofrom:1b831dc2ca. Checks:OK: 5 NOTE: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 15 2024
R-4.5-winNOTESep 15 2024
R-4.5-linuxNOTESep 15 2024
R-4.4-winOKSep 15 2024
R-4.4-macOKSep 15 2024
R-4.3-winOKSep 15 2024
R-4.3-macOKSep 15 2024

Exports:plot_effectsplot_pathssmoothic

Dependencies:briocallrclicolorspacecpp11crayondata.tabledescdiffobjdigestdplyrevaluatefansifarverfsgenericsggplot2gluegtableisobandjsonlitelabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmenumDerivpillarpkgbuildpkgconfigpkgloadpraiseprocessxpspurrrR6RColorBrewerrematch2rlangrprojrootscalesstringistringrtestthattibbletidyrtidyselecttoOrdinalutf8vctrsviridisLitewaldowithr

Smooth Generalized Normal Distribution

Rendered fromsgnd-boston.Rmdusingknitr::rmarkdownon Sep 15 2024.

Last update: 2023-07-31
Started: 2022-11-17