GLMcat: Generalized Linear Models for Categorical Responses (original) (raw)
In statistical modeling, there is a wide variety of regression models for categorical dependent variables (nominal or ordinal data); yet, there is no software embracing all these models together in a uniform and generalized format. Following the methodology proposed by Peyhardi, Trottier, and Guédon (2015) <doi:10.1093/biomet/asv042>, we introduce 'GLMcat', an R package to estimate generalized linear models implemented under the unified specification (r, F, Z). Where r represents the ratio of probabilities (reference, cumulative, adjacent, or sequential), F the cumulative cdf function for the linkage, and Z, the design matrix. The package accompanies the paper "GLMcat: An R Package for Generalized Linear Models for Categorical Responses" in the Journal of Statistical Software, Volume 114, Issue 9 (see <doi:10.18637/jss.v114.i09>).
| Version: | 1.0.0 |
|---|---|
| Depends: | R (≥ 2.10) |
| Imports: | Rcpp, stats, stringr |
| LinkingTo: | Rcpp, BH, RcppEigen |
| Suggests: | knitr, rmarkdown, testthat (≥ 3.0.0), dplyr, ggplot2, gridExtra, gtools, tidyr, ordinal |
| Published: | 2025-09-04 |
| DOI: | 10.32614/CRAN.package.GLMcat |
| Author: | Lorena León [aut, cre], Jean Peyhardi [aut], Catherine Trottier [aut] |
| Maintainer: | Lorena León |
| BugReports: | https://github.com/ylleonv/GLMcat/issues |
| License: | GPL-3 |
| URL: | https://github.com/ylleonv/GLMcat |
| NeedsCompilation: | yes |
| Citation: | GLMcat citation info |
| Materials: | README, NEWS |
| CRAN checks: | GLMcat results |
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