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RegrCoeffsExplorer: Efficient Visualization of Regression Coefficients for lm(), glm(), and glmnet() Objects

The visualization tool offers a nuanced understanding of regression dynamics, going beyond traditional per-unit interpretation of continuous variables versus categorical ones. It highlights the impact of unit changes as well as larger shifts like interquartile changes, acknowledging the distribution of empirical data. Furthermore, it generates visualizations depicting alterations in Odds Ratios for predictors across minimum, first quartile, median, third quartile, and maximum values, aiding in comprehending predictor-outcome interplay within empirical data distributions, particularly in logistic regression frameworks.

Version: 1.1.0
Imports: dplyr, ggpubr, gridExtra, glmnet, ggplot2, magrittr, grDevices, rlang, stats
Suggests: faraway, knitr, MASS, psych, rmarkdown, selectiveInference, survival
Published: 2024-11-14
DOI: 10.32614/CRAN.package.RegrCoeffsExplorer
Author: Vadim Tyuryaev ORCID iD [aut, cre], Aleksandr Tsybakin [aut], Jane Heffernan [aut], Hanna Jankowski [aut], Kevin McGregor [aut]
Maintainer: Vadim Tyuryaev <vadim.tyuryaev at gmail.com>
License: MIT + file LICENSE
URL: https://vadimtyuryaev.github.io/RegrCoeffsExplorer/
NeedsCompilation: no
Materials: README
CRAN checks: RegrCoeffsExplorer results

Documentation:

Reference manual: RegrCoeffsExplorer.pdf
Vignettes: BetaVisualizer (source, R code)
OddsRatioVisualizer (source, R code)

Downloads:

Package source: RegrCoeffsExplorer_1.1.0.tar.gz
Windows binaries: r-devel: RegrCoeffsExplorer_1.1.0.zip, r-release: RegrCoeffsExplorer_1.1.0.zip, r-oldrel: RegrCoeffsExplorer_1.1.0.zip
macOS binaries: r-release (arm64): RegrCoeffsExplorer_1.1.0.tgz, r-oldrel (arm64): RegrCoeffsExplorer_1.1.0.tgz, r-release (x86_64): RegrCoeffsExplorer_1.1.0.tgz, r-oldrel (x86_64): RegrCoeffsExplorer_1.1.0.tgz

Linking:

Please use the canonical form https://CRAN.R-project.org/package=RegrCoeffsExplorer to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.