Package: GLMcat 0.2.7

Lorena León

GLMcat: Generalized Linear Models for Categorical Responses

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.

Authors:Lorena León [aut, cre], Jean Peyhardi [aut], Catherine Trottier [aut]

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GLMcat.pdf |GLMcat.html
GLMcat/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/ylleonv/glmcat/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:

On CRAN:

4.71 score 1 stars 17 scripts 302 downloads 3 exports 18 dependencies

Last updated 2 months agofrom:c923a6137d. Checks:OK: 1 NOTE: 8. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 04 2024
R-4.5-win-x86_64NOTENov 04 2024
R-4.5-linux-x86_64NOTENov 04 2024
R-4.4-win-x86_64NOTENov 04 2024
R-4.4-mac-x86_64NOTENov 04 2024
R-4.4-mac-aarch64NOTENov 04 2024
R-4.3-win-x86_64NOTENov 04 2024
R-4.3-mac-x86_64NOTENov 04 2024
R-4.3-mac-aarch64NOTENov 04 2024

Exports:control_glmcatdiscrete_cmglmcat

Dependencies:BHcligluelatticelifecyclemagrittrMASSMatrixnlmenumDerivordinalRcppRcppEigenrlangstringistringrucminfvctrs

A tutorial on fitting Generalized Linear Models for categorical responses with the GLMcat package

Rendered fromGLMcat_tutorial.Rmdusingknitr::rmarkdownon Nov 04 2024.

Last update: 2023-08-07
Started: 2023-06-10

An example of variable selection in GLMcat

Rendered fromVar_sel_ex.Rmdusingknitr::rmarkdownon Nov 04 2024.

Last update: 2023-08-07
Started: 2023-08-07

An example of discrete choice modeling in GLMcat

Rendered fromDiscrete_CM_examples.Rmdusingknitr::rmarkdownon Nov 04 2024.

Last update: 2023-06-10
Started: 2023-06-10