stabs: Stability Selection with Error Control

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.

Package details

AuthorBenjamin Hofner [aut, cre], Torsten Hothorn [aut]
MaintainerBenjamin Hofner <[email protected]>
LicenseGPL-2
Version0.6-3
URL https://github.com/hofnerb/stabs
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("stabs")

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stabs documentation built on July 20, 2017, 1:03 a.m.