CRAN/E | stabs

stabs

Stability Selection with Error Control

Installation

About

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.

Citation stabs citation info
github.com/hofnerb/stabs

Key Metrics

Version 0.6-4
R ≥ 2.14.0
Published 2021-01-29 1181 days ago
Needs compilation? no
License GPL-2
CRAN checks stabs results

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Maintainer

Maintainer

Benjamin Hofner

benjamin.hofner@pei.de

Authors

Benjamin Hofner

aut / cre

Torsten Hothorn

aut

Material

README
NEWS
ChangeLog
Reference manual
Package source

In Views

MachineLearning

Vignettes

Stability selection - Using stabs

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

stabs archive

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

Reverse Depends

gamboostLSS
mboost

Reverse Imports

DIFboost
FDboost
MetNet
monaLisa

Reverse Suggests

knockoff