R Observatory: Metrics for RandomGaussianNB version 0.2.4

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

RandomGaussianNB

0.2.4Package record

Randomized Feature and Bootstrap-Enhanced Gaussian Naive Bayes Classifier

0packages depend

3.7Kdownloads / year

44.1%test coverage

13/13flavors OK

Overview

About

Maintained by Patchanok SrisuradetchaiCRAN page ↗

Provides an accessible and efficient implementation of a randomized feature and bootstrap-enhanced Gaussian naive Bayes classifier. The method combines stratified bootstrap resampling with random feature subsampling and aggregates predictions via posterior averaging. Support is provided for mixed-type predictors and parallel computation. Methods are described in Srisuradetchai (2025) doi:10.3389/fdata.2025.1706417 "Posterior averaging with Gaussian naive Bayes and the R package RandomGaussianNB for big-data classification".

Install

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

install.packages("RandomGaussianNB", 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-randomgaussiannb

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-RandomGaussianNB

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-RandomGaussianNB

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: 48 s · r-release-windows-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.2.4

READMEYes · 59 wordsVignettesNoNEWSYes · 100% structured · does not mention 0.2.4Citation fileYes · cites a publicationWebsitenot declared in DESCRIPTION

Help pages: 2
Examples that run: no examples
Exported functions with examples: 0%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 0%

How these are measured

Downloads

3.7K

CRAN downloads in the past year

Rank #17,546 · ~10/day · ~304/mo

Releases R versions

Daily download trend is not available in this view yet.

23730 days

73590 days

3.7K1 year

Compare downloads with other packages →

Also on54 r2u2 autocran

How downloads are counted

Dependencies

Declared dependencies

2 external dependencies (excludes base and recommended)

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

Depends (0)

none

Imports (2)

parallelstats

LinkingTo (0)

none

Suggests (2)

mlbench testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

People & History

People (1)

Patchanok Srisuradetchai

Author, Maintainer since 0.2.4 (2026)

Releases (1)

R
R 4.6.0 released · 2026-04-24
0.2.4Latest
record
2026-01-07 · current release
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2026-01-07
Total releases: 1 / 1 yrs
License: MIT + file LICENSE OSI
Download size: 9.0 KB

Cite

Cite this package

Run in R for the authors' entry:

citation("RandomGaussianNB")

The package provides a citation file, so citation() returns the authors' own entry.

It points to 10.3389/fdata.2025.1706417.

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 RandomGaussianNB version 0.2.4 [Data set]. HJJB, LLC. Data release v2026-10-25. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-25, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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