R Observatory: Metrics for UBayFS version 1.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

UBayFS

1.0

A User-Guided Bayesian Framework for Ensemble Feature Selection

0packages depend

2Kdownloads / year

49.7%test coverage

13/13checks pass

Overview

About

Maintained by Anna JenulFirst published 2023-03-071 releasesCRAN page ↗GitHub ↗

The framework proposed in Jenul et al., (2022) doi:10.1007/s10994-022-06221-9, together with an interactive Shiny dashboard. 'UBayFS' is an ensemble feature selection technique embedded in a Bayesian statistical framework. The method combines data and user knowledge, where the first is extracted via data-driven ensemble feature selection. The user can control the feature selection by assigning prior weights to features and penalizing specific feature combinations. 'UBayFS' can be used for common feature selection as well as block feature selection.

Install

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

install.packages("UBayFS", 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("annajenul/UBayFS")

Development version from annajenul/UBayFS. 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-ubayfs

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-UBayFS

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-UBayFS

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

Health

CRAN checks

13OK

Slowest check: 4.7 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.12

49.7%

Coverage · measured lines

100%

Documentation · exports

11

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesYes · dynamicpkgdown siteNoNEWSNoCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 100%
References docs: 0%

Downloads

2K

CRAN downloads in the past year

Rank #17,263 · ~6/day · ~169/mo

Releases R versions

Daily download trend is not available in this view yet.

16830 days

62390 days

2K1 year

Compare downloads with other packages →

Also on102 r2u

Repository

GitHub ↗ annajenul/ubayfs

5Stars

1Forks

1Open issues

0Open PRs

1Releases

360Commits

4Contributors

feature-selectionrensemble-modelsuser-knowledgebayesian-statistics

License GPL-3.0 · 360 commits · Last activity 2023-07-13

Stars over time

2023-04-30 · 52026-07-07 · 5

Repository practices

Upstream repositoryBeta

2 development-tooling and community-health practices detected across 2 families in the upstream repository

Checks run against github.com/annajenul/ubayfs on 2026-08-16.

Continuous integration (1)

GitHub Actions

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

23 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5.0

Imports (11)

DirichletReg GA ggplot2 gridExtra hyper2 matrixStatsmethodsmRMRe Rdimtools shinyutils

LinkingTo (0)

none

Suggests (15)

caret dplyr DT glmnet GSelection knitr plyr RColorBrewer rmarkdownrpartshinyalert shinyBS shinyjs shinyWidgets testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (5)

Maintainer (1)

Anna Jenul

Author, Maintainer

Authors (2)

Anna Jenul

Author, Maintainer

Stefan Schrunner

Author

Contributors (2)

Jürgen Pilz

Contributor

Oliver Tomic

Contributor

Reviewers (1)

Kristian Hovde Liland

Reviewer

Package Timeline

1 release. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
1.0Latest
2026-03-10 · current release
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2023-03-07
Total releases: 1 / 3 yrs
License: GPL-3 OSI
Minimum R: ≥ 3.5.0
Bundled data: 70 KB / 1 file
Download size: 1.2 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("UBayFS")

Format

Jenul, A., Liland, K. H., Pilz, J., Schrunner, S., & Tomic, O. (2023). UBayFS: A User-Guided Bayesian Framework for Ensemble Feature Selection (Version 1.0) [Computer software]. https://doi.org/10.32614/CRAN.package.UBayFS

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

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 UBayFS version 1.0 [Data set]. HJJB, LLC. Data release v2026-08-16. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-16, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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