DESCRIPTION

Package: stabs
Title: Stability Selection with Error Control
Version: 0.6-4
Date: 2021-01-28
Authors@R: c(person("Benjamin", "Hofner", role = c("aut", "cre"),
	            email = "benjamin.hofner@pei.de"),
       	     person("Torsten", "Hothorn", role = c("aut")))
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.
VignetteBuilder: knitr
Depends: R (>= 2.14.0), methods, stats, parallel
Imports: graphics, grDevices, utils
Suggests: glmnet, lars, mboost (> 2.3-0), gamboostLSS (>= 1.2-0), 
    TH.data, hdi, testthat, knitr, rmarkdown
LazyData: yes
License: GPL-2
URL: https://github.com/hofnerb/stabs