Package: ASML
Type: Package
Title: Algorithm Portfolio Selection with Machine Learning
Version: 1.1.0
Authors@R: c(
  person(given = "Brais", family = "González-Rodríguez", email = "brais.gonzalez.rodriguez@uvigo.gal", role = c("aut","cre"), comment = c(ORCID = "0000-0001-5276-2320")),
  person(given = "Ignacio", family = "Gómez-Casares", role = c("aut"), comment = c(ORCID = "0000-0003-0420-7319")),
  person(given = "Beatriz", family = "Pateiro-López", role = c("aut"), comment = c(ORCID = "0000-0002-7714-1835")),
  person(given = "Julio", family = "González-Díaz", role = c("aut"), comment = c(ORCID = "0000-0002-4667-4348")),
  person(given = "María", family = "Caseiro-Arias", role = c("ctb")),
  person(given = "Antonio", family = "Fariña-Elorza", role = c("ctb")),
  person(given = "Manuel", family = "Timiraos-López", role = c("ctb")))
Description: 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>).
License: GPL-3
Language: en-US
Encoding: UTF-8
LazyData: true
Imports: caret, ggplot2, DALEX, dplyr, purrr, tibble, tidyr, reshape2,
        Polychrome, scales, rlang
Suggests: snow
Depends: R (>= 3.5.0)
RoxygenNote: 7.3.3
NeedsCompilation: no
Packaged: 2026-10-12 11:23:30 UTC; root
Author: Brais González-Rodríguez [aut, cre] (ORCID:
        <https://orcid.org/0000-0001-5276-2320>), Ignacio Gómez-Casares
        [aut] (ORCID: <https://orcid.org/0000-0003-0420-7319>), Beatriz
        Pateiro-López [aut] (ORCID:
        <https://orcid.org/0000-0002-7714-1835>), Julio González-Díaz
        [aut] (ORCID: <https://orcid.org/0000-0002-4667-4348>), María
        Caseiro-Arias [ctb], Antonio Fariña-Elorza [ctb], Manuel
        Timiraos-López [ctb]
Maintainer: Brais González-Rodríguez
 <brais.gonzalez.rodriguez@uvigo.gal>
Config/pak/sysreqs: libicu-dev
Repository: https://brais-gonzalez.r-universe.dev
Date/Publication: 2025-09-29 13:40:02 UTC
RemoteUrl: https://github.com/cran/ASML
RemoteRef: HEAD
RemoteSha: 65b0b4cb04e1351ff0ad81d90dd8f2a59c5ed0e2