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Algorithm Portfolio Selection with Machine Learning

0packages depend
3.1Kdownloads / year
–test coverage
13/13flavors OK

Overview

About

A wrapper for machine learning (ML) methods to select among a portfolio of algorithms based on the value of a key performance indicator (KPI). A number of features is used to adjust a model to predict the value of the KPI for each algorithm, then, for a new value of the features the KPI is estimated and the algorithm with the best one is chosen. To learn it can use the regression methods in 'caret' package or a custom function defined by the user. Several graphics available to analyze the results obtained. This library has been used in Ghaddar et al. (2023) doi:10.1287/ijoc.2022.0090).

Install

Health

CRAN checks
13OK
Slowest check: 2.3 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
  • OK14 OK2026-03-10
Advisories

none known

Documentation

In release 1.1.0
READMENoVignettesNoNEWSNoCitation fileNoWebsitenot declared in DESCRIPTION
Help pages
21 (7 internal)
Examples that run
73%8 run in a plain check · 2 only when donttest examples are enabled (R CMD check --as-cran) · 1 never run
Exported functions with examples
30%
Documented parameters
100%
Return-value docs
30%
Help pages citing references
5%

Downloads

3.1K
CRAN downloads in the past year
Rank #13,319 · ~9/day · ~260/mo
Daily download trend is not available in this view yet.
31130 days
86490 days
3.1K1 year
Compare downloads with other packages →
Also on102 r2u29 autocran

Dependencies

Declared dependencies
12 external dependencies (excludes base and recommended)

Installing ASML adds 72 packages (35 with compiled code, 56 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.

Depends (1)
R >= 3.5.0
LinkingTo (0)
none
Suggests (1)
Enhances (0)
none
Reverse dependencies
0direct
0indirect

Nothing depends on this yet.

Datasets

People & History

People (7)
Author, Maintainer since 1.0.0 (2025)
Releases (2)

Pick two releases to compare their code metrics.

  • R
    R 4.6.0 released · 2026-04-24
  • 1.1.0Latest
    record
    2025-09-29 · current release · diff ↗ ·
    added 1 export
    ASexplainer
  • R
    R 4.5.0 released · 2025-04-11
  • 1.0.0
    record
    2025-02-19
  • R
    R 4.4.0 released · 2024-04-24

Package metadata

First published
2025-02-19
Total releases
2 / 1 yrs
License
GPL-3 OSI
Minimum R
≥ 3.5.0
Bundled data
487 KB / 3 files
Download size
513 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("ASML")
González-Rodríguez, B., Caseiro-Arias, M., Fariña-Elorza, A., González-Díaz, J., Gómez-Casares, I., Pateiro-López, B., & Timiraos-López, M. (2025). ASML: Algorithm Portfolio Selection with Machine Learning (Version 1.1.0) [Computer software]. https://doi.org/10.32614/CRAN.package.ASML

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 ASML version 1.1.0 [Data set]. HJJB, LLC. Data release v2026-10-22. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-22, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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