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stabs  

Stability Selection with Error Control
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("stabs", "0.6-4")



Attach the package and use:
library("stabs")
Maintained by
Benjamin Hofner
[Scholar Profile | Author Map]
First Published: 2014-10-02
Latest Update: 2021-01-29
Description:
Resampling procedures to assess the stability of selected variables with additional finite sample error control for high-dimensional variable selection procedures such as Lasso or boosting. Both, standard stability selection (Meinshausen & Buhlmann, 2010, <doi:10.1111/j.1467-9868.2010.00740.x>) and complementary pairs stability selection with improved error bounds (Shah & Samworth, 2013, <doi:10.1111/j.1467-9868.2011.01034.x>) are implemented. The package can be combined with arbitrary user specified variable selection approaches.
How to cite:
Benjamin Hofner (2014). stabs: Stability Selection with Error Control. R package version 0.6-4, https://cran.r-project.org/web/packages/stabs. Accessed 29 Mar. 2025.
Previous versions and publish date:
0.1-0 (2014-10-02 15:43), 0.5-0 (2014-12-09 18:00), 0.5-1 (2015-01-12 22:50), 0.6-2 (2017-01-31 06:51), 0.6-3 (2017-07-19 23:09)
Other packages that cited stabs R package
View stabs citation profile
Other R packages that stabs depends, imports, suggests or enhances
Complete documentation for stabs
Functions, R codes and Examples using the stabs R package
Some associated functions: check_folds . fitfuns . parameters . plot . run_stabsel . selected . stabsel . stabsel_parameters . stabsel_stabsel . subsample . 
Some associated R codes: fitfuns.R . helpers.R . methods.R . stabsel.R .  Full stabs package functions and examples
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