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BOSO  

Bilevel Optimization Selector Operator
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("BOSO", "1.0.4")



Attach the package and use:
library("BOSO")
Maintained by
Luis V. Valcarcel
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-07-01
Latest Update: 2021-07-01
Description:
A novel feature selection algorithm for linear regression called BOSO (Bilevel Optimization Selector Operator). The main contribution is the use a bilevel optimization problem to select the variables in the training problem that minimize the error in the validation set. Preprint available: [Valcarcel, L. V., San Jose-Eneriz, E., Cendoya, X., Rubio, A., Agirre, X., Prosper, F., & Planes, F. J. (2020). "BOSO: a novel feature selection algorithm for linear regression with high-dimensional data." bioRxiv. ]. In order to run the vignette, it is recommended to install the 'bestsubset' package, using the following command: devtools::install_github(repo="ryantibs/best-subset", subdir="bestsubset"). If you do not have gurobi, run devtools::install_github(repo="lvalcarcel/best-subset", subdir="bestsubset"). Moreover, to install cplexAPI you can check .
How to cite:
Luis V. Valcarcel (2021). BOSO: Bilevel Optimization Selector Operator. R package version 1.0.4, https://cran.r-project.org/web/packages/BOSO. Accessed 03 Dec. 2024.
Previous versions and publish date:
1.0.3 (2021-07-01 09:40), 1.0.4 (2024-04-10 19:10)
Other packages that cited BOSO R package
View BOSO citation profile
Other R packages that BOSO depends, imports, suggests or enhances
Functions, R codes and Examples using the BOSO R package
Some associated functions: BOSO.multiple.coldstart . BOSO.multiple.warmstart . BOSO . BOSO.single . InternalFunctions . SimResultsVignette . coef.BOSO . predict.BOSO . sim.xy . 
Some associated R codes: BOSO.R . BOSO_multiple_ColdStart.R . BOSO_multiple_WarmStart.R . utils.R .  Full BOSO package functions and examples
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