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ASML  

Algorithm Portfolio Selection with Machine Learning
View on CRAN: Click here


Download and install ASML package within the R console
Install from CRAN:
install.packages("ASML")

Install from Github:
library("remotes")
install_github("cran/ASML")

Install by package version:
library("remotes")
install_version("ASML", "1.0.0")



Attach the package and use:
library("ASML")
Maintained by
Brais González-Rodríguez
[Scholar Profile | Author Map]
First Published: 2025-02-19
Latest Update: 2025-02-19
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>).
How to cite:
Brais González-Rodríguez (2025). ASML: Algorithm Portfolio Selection with Machine Learning. R package version 1.0.0, https://cran.r-project.org/web/packages/ASML. Accessed 02 Apr. 2025.
Previous versions and publish date:
No previous versions
Other packages that cited ASML R package
View ASML citation profile
Other R packages that ASML depends, imports, suggests or enhances
Complete documentation for ASML
Functions, R codes and Examples using the ASML R package
Full ASML package functions and examples
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