stabs: Stability Selection with Error Control

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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

Author
Benjamin Hofner [aut, cre], Torsten Hothorn [aut]
Date of publication
2015-01-12 22:50:33
Maintainer
Benjamin Hofner <benjamin.hofner@fau.de>
License
GPL-2
Version
0.5-1
URLs

View on CRAN

Man pages

fitfuns
Fit Functions for Stability Selection
parameters
Method to Extract Parameters
plot
Plot and Print Methods for Stability Selection
run_stabsel
Run Stability Selection
selected
Method to Extract Selected Variables
stabsel
Stability Selection
stabsel_parameters
Compute Error Bounds for Stability Selection
stabsel_stabsel
Change Parameters of Stability Selection
subsample
Draw Random Subsamples

Files in this package

stabs
stabs/inst
stabs/inst/CITATION
stabs/inst/NEWS.Rd
stabs/NAMESPACE
stabs/R
stabs/R/helpers.R
stabs/R/methods.R
stabs/R/stabsel.R
stabs/R/fitfuns.R
stabs/MD5
stabs/DESCRIPTION
stabs/ChangeLog
stabs/man
stabs/man/run_stabsel.Rd
stabs/man/stabsel.Rd
stabs/man/stabsel_parameters.Rd
stabs/man/stabsel_stabsel.Rd
stabs/man/subsample.Rd
stabs/man/parameters.Rd
stabs/man/selected.Rd
stabs/man/fitfuns.Rd
stabs/man/plot.Rd