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Multi-Objective Optimization in R

0packages depend
3.8Kdownloads / year
37.4%test coverage
13/13flavors OK

Overview

About

The 'rmoo' package is a framework for multi- and many-objective optimization, which allows researchers and users versatility in parameter configuration, as well as tools for analysis, replication and visualization of results. The 'rmoo' package was built as a fork of the 'GA' package by Luca Scrucca(2017) DOI:10.32614/RJ-2017-008 and implementing the Non-Dominated Sorting Genetic Algorithms proposed by K. Deb's.

Install

Health

CRAN checks
13OK
Slowest check: 2.7 min · r-oldrel-windows-x86_64
Status changes
  • OK13 OK2026-08-05
  • NOTE12 OK, 1 NOTE2026-08-01
  • OK13 OK2026-06-09
  • ERROR12 OK, 1 ERROR2026-06-08
  • OK13 OK2026-05-10
Show 1 earlier changeHide 1 earlier change
  • NOTE14 NOTE2026-03-10
Advisories

none known

Documentation

In release 0.3.2
READMEYes · 447 wordsVignettesNoNEWS· In the repository, left out of the releaseCitation fileNoWebsitenot declared in DESCRIPTION
Description cites an R Journal article
Help pages
50 (1 internal)includes a package overview page
Examples that run
50%12 run in a plain check · 3 never run · 9 hold no code
Exported functions with examples
46%
Documented parameters
86%
Return-value docs
100%
Help pages citing references
50%

Downloads

3.8K
CRAN downloads in the past year
Rank #12,007 · ~10/day · ~318/mo
Daily download trend is not available in this view yet.
34230 days
91490 days
3.8K1 year
Compare downloads with other packages →
Also on104 r2u6 autocran115 c2d4u

Repository

32Stars
8Forks
6Open issues
5Open PRs
8Releases
148Commits
1Commit identities
rmultiobjectivensgansga2nsga3pareto-frontoptimizationmultiobjective-optimization
License file reads as GPL-2.0 · 148 commits · Last activity 2026-05-03 · 0% stars, 30d
Responsiveness
How these are sampled
PRs merged (all time)
0%
Median days to close, 50 most recently updated closed issues
18
Median days to close, 50 most recently updated closed PRs
53

Stars over time

2025-08-04 · 312026-08-12 · 32
PracticesBeta

9 development-tooling and community-health practices detected across 6 families in the upstream repository

Checks run against github.com/evolutionary-optimization-laboratory/rmoo on 2026-10-22.

Continuous integration (3)
GitHub ActionsR CMD check workflowTravis CI (config file)

The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel

Docs source (1)
README.Rmd
Coverage (1)
Coverage reporting (Codecov)
Reproducibility and dev environment (1)
renv
Show all practicesHide 2 practices
CRAN release process (2)
cran-comments.mdrevdep/
Lint, format, editor (1)
RStudio project
How this is detected·Detection ruleset v4 (2026-10-20)

Dependencies

Declared dependencies
15 external dependencies (excludes base and recommended)

Installing rmoo adds 72 packages (40 with compiled code, 69 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.

Depends (1)
R >= 2.10
Imports (10)
statsutilsgraphicsmethodsforeachGAgrDevicesplotlyggplot2BBmisc
LinkingTo (0)
none
Enhances (0)
none
Reverse dependencies
0direct
0indirect

Nothing depends on this yet.

Datasets

People & History

People (2)
Author, Maintainer since 0.1.5 (2020)
Author · added in 0.3.2
Listed in earlier versions (1)
Diego Pinto Roa
no longer listed · 0.1.5 to 0.2.0
Releases (6)

Pick two releases to compare their code metrics.

  • 0.3.2Latest
    record
    2026-05-04 · current release · diff ↗ ·
    removed 22 exports
    nsgaControl, nsgaMonitor, nsga_lrSelection, nsga_spCrossover, nsga_tourSelection, nsgabin_Population, nsgabin_lrSelection, nsgabin_raMutation, nsgabin_spCrossover, nsgabin_tourSelection, nsgaperm_Population, nsgaperm_lrSelection, nsgaperm_oxCrossover, nsgaperm_simMutation, nsgaperm_tourSelection, nsgareal_Population, nsgareal_lrSelection, nsgareal_polMutation, nsgareal_raMutation, nsgareal_sbxCrossover, nsgareal_spCrossover, nsgareal_tourSelection
    added 38 exports
    calc_norm_pref_distance, modifiedCrowdingDistance, rmooControl, rmooMonitor, rmoo_huxCrossover, rmoo_lrSelection, rmoo_spCrossover, rmoo_tourSelection, rmoo_uxCrossover, rmoo_uxMutation, rmoobin_Population, rmoobin_huxCrossover, rmoobin_lrSelection, rmoobin_raMutation, rmoobin_spCrossover, rmoobin_tourSelection, rmoobin_uxCrossover, rmoobin_uxMutation, rmooint_Population, rmooint_huxCrossover, rmooint_spCrossover, rmooint_uxCrossover, rmooint_uxMutation, rmooperm_Population, rmooperm_lrSelection, rmooperm_oxCrossover, rmooperm_simMutation, rmooperm_tourSelection, rmooreal_Population, rmooreal_lrSelection and 8 more
  • 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
  • 0.2.0
    record
    2022-09-24 · diff ↗ ·
    removed 5 exports
    Summary, heat_map, pcp, polar, scatter
    added 10 exports
    getCrowdingDistance, getDummyFitness, getFitness, getMetrics, getPopulation, plot, print, progress, rmoo, summary
  • 0.1.8
    record
    2022-08-12 · diff ↗
  • R
    R 4.2.0 released · 2022-04-22
  • 0.1.7
    record
    2021-09-07 · diff ↗ ·
    added 2 exports
    reference_point_multi_layer, scale_reference_directions
  • R
    R 4.1.0 released · 2021-05-18
  • 0.1.6
    record
    2021-02-05 · diff ↗ ·
    removed 3 exports
    nsgaSummary, nsgaiiSummary, nsgaiiiSummary
    added 5 exports
    Summary, heat_map, pcp, polar, scatter
  • 0.1.5
    record
    2020-11-12
  • R
    R 4.0.0 released · 2020-04-24

Package metadata

First published
2020-11-12
Total releases
6 / 6 yrs
License
GPL (>= 2) OSI
Minimum R
≥ 2.10
Bundled data
1.9 KB / 3 files
Download size
317 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("rmoo")
Benitez, F., & Pinto-Roa, D. P. (2026). rmoo: Multi-Objective Optimization in R (Version 0.3.2) [Computer software]. https://doi.org/10.32614/CRAN.package.rmoo

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

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

APA

Balamuta, J. J. (2026). R Observatory: Metrics for rmoo version 0.3.2 [Data set]. HJJB, LLC. Data release v2026-10-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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