R Observatory: Metrics for MGLM version 0.2.3

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

MGLM

0.2.3Package record

Multivariate Response Generalized Linear Models

0packages dependsuggested by 1

9.6Kdownloads / year

–test coverage

13/13flavors OK

Overview

About

Maintained by Juhyun KimCRAN page ↗

Provides functions that (1) fit multivariate discrete distributions, (2) generate random numbers from multivariate discrete distributions, and (3) run regression and penalized regression on the multivariate categorical response data. Implemented models include: multinomial logit model, Dirichlet multinomial model, generalized Dirichlet multinomial model, and negative multinomial model. Making the best of the minorization-maximization (MM) algorithm and Newton-Raphson method, we derive and implement stable and efficient algorithms to find the maximum likelihood estimates. On a multi-core machine, multi-threading is supported.

Changes in 0.2.3

Updated inst/CITATION to use bibentry() and person() instead of the defunct citEntry() and personList().
Removed redundant \itemize{} wrappers inside \value{} sections of the documentation for MGLMfit(), MGLMreg(), MGLMsparsereg(), MGLMtune() and path(), which caused "lost braces" notes in R CMD check.
Reduced the size of the MGLMtune() and path() examples so that they run well within CRAN's example timing limits.

From NEWS.md in the release

Install

R (CRAN)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("MGLM", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-mglm

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-MGLM

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-MGLM

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 2.5 min · r-release-macos-x86_64

Status changes

OK13 OK2026-09-08
ERROR12 OK, 1 ERROR2026-09-07
OK13 OK2026-08-30
NOTE14 NOTE2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.2.3

READMENoVignettesYes · 1 · dynamicNEWSYes · 100% structured · mentions 0.2.3Citation fileYes · cites a publicationWebsitenot declared in DESCRIPTION

Help pages: 27 (1 internal)includes a package overview page
Examples that run: 100%22 run in a plain check
Exported functions with examples: 82%
Documented parameters: 76%
Return-value docs: 82%
Help pages citing references: 0%

Vignettes (1)

MGLM Vignette HTML

How these are measured

Downloads

9.6K

CRAN downloads in the past year

Rank #3,306 · ~26/day · ~798/mo

Releases R versions

Daily download trend is not available in this view yet.

2.2K30 days

3.4K90 days

9.6K1 year

Compare downloads with other packages →

Also on127 r2u9 autocran2K conda_forge

How downloads are counted

Dependencies

Declared dependencies

5 external dependencies (excludes base and recommended)

Installing MGLM adds no packages beyond those that come with R.

Depends (1)

R >= 3.0.0

Imports (4)

methodsstatsparallelstats4

LinkingTo (0)

none

Suggests (5)

ggplot2 plyr reshape2 knitr testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Suggested by 1

Suggests, most downloaded first

surveillance

How these are counted

Code & Tests

Datasets

People & History

People (4)

Juhyun Kim

Maintainer · added in 0.2.3

Yiwen Zhang

Author

Hua Zhou

Author

Magdalena Czapiewska

Contributor · added in 0.2.3

Maintainer since 0.0.9 (2018), previously Yiwen Zhang (0.0.1 to 0.0.8)

Releases (15)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
R
R 4.0.0 released · 2020-04-24
R
R 3.6.0 released · 2019-04-26
R
R 3.5.0 released · 2018-04-23
R
R 3.4.0 released · 2017-04-21
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R 3.3.0 released · 2016-05-03
R
R 3.2.0 released · 2015-04-16
archivedRemoved from CRAN
2015-03-03
misuse of '\donttest' was not corrected
R
R 3.1.0 released · 2014-04-10
3.0.3Latest
record
2014-02-03 · current release · diff ↗
3.0.2
record
2013-07-06 · diff ↗ ·
added 13 exports
pattern:^[[:alpha:]]+, ddirm, dgdirm, dmn, dnegmn, kr, MGLMfit, MGLMreg, MGLMsparsereg, MGLMtune, rdirm, rgdirm, rnegmn

Show 14 earlier eventsHide 14 earlier events

0.2.3
record
2026-08-23 · diff ↗
0.2.1
record
2022-04-14 · diff ↗
0.2.0
record
2018-10-19 · diff ↗
0.1.0
record
2018-01-21 · diff ↗ ·
added 5 exports
ddirm, dgdirm, dneg, rdirm, rgdirm
0.0.9
record
2018-01-14 · diff ↗ ·
removed 5 exports
pattern:^[[:alpha:]]+, ddirm, dgdirm, rdirm, rgdirm

added 8 exports
MGLMreg.fit, MGLMsparsereg.fit, ddirmn, dgdirmn, dmultn, rdirmn, rgdirmn, rmn
0.0.8
record
2017-03-27 · diff ↗
0.0.7
record
2016-02-17 · diff ↗ ·
removed 2 exports
scatter.plot, corr.plot
0.0.6
record
2014-04-27 · diff ↗
0.0.5
record
2014-04-25 · diff ↗ ·
added 2 exports
scatter.plot, corr.plot
0.0.4
record
2014-02-23 · diff ↗
0.0.3
record
2014-01-05 · diff ↗
0.0.2
record
2013-11-07 · diff ↗
0.0.1
record
2013-09-25
R
R 3.0.0 released · 2013-04-03

Package metadata

First published: 2013-07-06
Total releases: 15 / 13 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 3.0.0
Bundled data: 3.9 KB / 1 file
Download size: 72 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("MGLM")

The package provides a citation file that builds its entry when R runs it. Run citation() to see it.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for MGLM version 0.2.3 [Data set]. HJJB, LLC. Data release v2026-10-18. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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