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Stability Selection with Error Control

v0.7-1 · Jan 31, 2026 · GPL-2

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.

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CRAN Check Status

14 OK
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r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (9)

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Dependencies Reverse dependencies boostrq gamboostLSS mboost CRE DIFboost FDboost mermboost flevr knockoff stabs

Version History

new 0.7-1 Mar 10, 2026
updated 0.7-1 ← 0.6-4 diff Jan 30, 2026
updated 0.6-4 ← 0.6-3 diff Jan 28, 2021
updated 0.6-3 ← 0.6-2 diff Jul 18, 2017
updated 0.6-2 ← 0.5-1 diff Jan 30, 2017
updated 0.5-1 ← 0.5-0 diff Jan 11, 2015
updated 0.5-0 ← 0.1-0 diff Dec 8, 2014
new 0.1-0 Oct 1, 2014