R Observatory: Metrics for SBOAtools version 0.1.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

SBOAtools

0.1.1

Secretary Bird Optimization for Continuous Optimization and Neural Network Training

0packages depend

1.3Kdownloads / year

–test coverage

13/13checks pass

Overview

About

Maintained by Burak DilberFirst published 2026-04-102 releasesCRAN page ↗GitHub ↗

Provides an implementation of Secretary Bird Optimization for general-purpose continuous optimization, benchmark optimization, and training single-hidden-layer feed-forward neural network models. The implemented optimizer is based on the Secretary Bird Optimization Algorithm proposed by Fu et al. (2024) doi:10.1007/s10462-024-10729-y. The neural network training functionality is based on Dilber and Özdemir (2026) doi:10.1007/s00521-026-11874-x.

Install

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

install.packages("SBOAtools", 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("burakdilber/SBOAtools")

Development version from burakdilber/SBOAtools. 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-sboatools

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-SBOAtools

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-SBOAtools

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

Health

CRAN checks

13OK

Slowest check: 1.1 min · r-release-windows-x86_64

Code health

None

Tests · ratio 0.00

not tracked

Coverage

100%

Documentation · exports

2

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
OK2026-05-06
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-04-11
3 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 566 wordsVignettesNopkgdown siteNoNEWSYes · 67% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 100%
References docs: 9%

Downloads

1.3K

CRAN downloads in the past year

Rank #12,880 · ~4/day · ~110/mo

Releases R versions

Daily download trend is not available in this view yet.

7030 days

78790 days

1.3K1 year

Compare downloads with other packages →

Also on45 r2u8 autocran

Repository

GitHub ↗ burakdilber/sboatools

0Stars

0Forks

0Open issues

0Open PRs

0Releases

machine-learningmetaheuristicneural-networkoptimizationr-packagesecretary-bird-optimization

Last activity 2026-05-02

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/burakdilber/sboatools on 2026-08-09.

CRAN release process (1)

cran-comments.md

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

0 external dependencies (excludes base and recommended)

Depends (0)

none

Imports (2)

statsgraphics

LinkingTo (0)

none

Suggests (0)

none

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (2)

Maintainer (1)

Burak Dilber

Author, Maintainer, Copyright holder

Authors (2)

Burak Dilber

Author, Maintainer, Copyright holder

A. Fırat Özdemir

Author, Copyright holder

Copyright holders (2)

Burak Dilber

Author, Maintainer, Copyright holder

A. Fırat Özdemir

Author, Copyright holder

Package Timeline

2 releases. Pick two to compare their code metrics. R releases are shown for context.

0.1.1Latest
2026-05-03 · current release · diff ↗
R
R 4.6.0 released · 2026-04-24
0.1.0
2026-04-10
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2026-04-10
Total releases: 2 / 1 yrs
License: MIT + file LICENSE OSI
Download size: not tracked yet
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("SBOAtools")

Format

Dilber, B., & Özdemir, A. F. (2026). SBOAtools: Secretary Bird Optimization for Continuous Optimization and Neural Network Training (Version 0.1.1) [Computer software]. https://doi.org/10.32614/CRAN.package.SBOAtools

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 SBOAtools version 0.1.1 [Data set]. HJJB, LLC. Data release v2026-08-11. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-11, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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