MultiModalR

1.0.0

Fast Bayesian Probability Estimation for Multimodal Categorical Data

0packages depend

170downloads / year

–test coverage

13/13checks pass

Overview

About

Maintained by Gergo DioszegiFirst published 2026-07-011 releasesCRAN page ↗GitHub ↗

Fast Bayesian probability estimation for multimodal categorical data using speed-optimized Markov chain Monte Carlo (MCMC) implementation (Metropolis-Hastings-within-partial-Gibbs). The package provides efficient algorithms for detecting subpopulations, estimating mixture components, and assigning observations to subgroups with probability estimates. The methods are described in Dioszegi, G. et al. (2026) "Automatic Bayesian Mixture Modeling for Multimodal Categorical Data via Integrated Mode Detection and Metropolis-Hastings-within-Gibbs Sampling" (submitted to Journal of Statistical Software).

Install

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

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

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

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("DijoG/MultiModalR")

Development version from DijoG/MultiModalR. Installs pak first if it is not already available.

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-multimodalr

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

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-MultiModalR

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-MultiModalR

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

13OK

Slowest check: 2.3 min · r-oldrel-windows-x86_64

Code health

None

Tests · ratio 0.00

not tracked

Coverage

100%

Documentation · exports

None

Vignettes

Yes

README

Dependencies · direct

Check history

OK2026-07-01
6 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Downloads

170

CRAN downloads in the past year

Rank #24,239 · ~0/day · ~14/mo

Releases R versions

Daily download trend is not available in this view yet.

17030 days

17090 days

1701 year

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Also on3 r2u

Repository

GitHub ↗ dijog/multimodalr

0Stars

0Forks

0Open issues

0Open PRs

1Releases

85Commits

85 commits

Releases over time

2026-02-20 · 12026-07-07 · 1

Dependencies

Declared dependencies

17 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5.0

Imports (9)

Rcpp dplyr purrr readr ggplot2 furrr future truncnorm rlang

LinkingTo (2)

Rcpp RcppArmadillo

Suggests (6)

testthat knitr rmarkdown multimode tictoc tidyr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Code Composition

R 984 (48%)C++ 704 (34%)Rd 374 (18%)

Code characteristics

Cyclomatic complexity: 6.0 median / 17 max
Documented parameters: 100%
System requirements: 1 external

Test coverage

Line coverage

–

Expression

–

Tests / Examples

–

Functions

17 9 exported

Complexity

6.4 avg / 17 max

Call network

17 nodes / 8 edges

Test coverage has not been measured for this package yet; nodes fall back to a neutral fill.

Call graph

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Lowest coverage

Per-function coverage is not measured for this package yet.

People & History

People (1)

Maintainer (1)

Gergo Dioszegi

Author, Maintainer

Authors (1)

Gergo Dioszegi

Author, Maintainer

Release timeline

1 release. R releases are shown for context.

1.0.0Latest
2026-07-01 · current release
R
R 4.6.0 released · 2026-04-24

Package metadata

First published: 2026-07-01
Total releases: 1 / 1 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 3.5.0
Bundled data: 5.4 KB / 2 files
Download size: not tracked yet
Installed size: not tracked yet
With dependencies: not tracked yet