StabilizedRegression

Stabilizing Regression and Variable Selection

v1.1 · Jun 30, 2022 · GPL-3

Description

Contains an implementation of 'StabilizedRegression', a regression framework for heterogeneous data introduced in Pfister et al. (2021) <arXiv:1911.01850>. The procedure uses averaging to estimate a regression of a set of predictors X on a response variable Y by enforcing stability with respect to a given environment variable. The resulting regression leads to a variable selection procedure which allows to distinguish between stable and unstable predictors. The package further implements a visualization technique which illustrates the trade-off between stability and predictiveness of individual predictors.

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CRAN Check Status

14 NOTE

Show all 14 flavors

Flavor	Status	Time
r-devel-linux-x86_64-debian-clang	NOTE	108.7s
r-devel-linux-x86_64-debian-gcc	NOTE	76.3s
r-devel-linux-x86_64-fedora-clang	NOTE	173.9s
r-devel-linux-x86_64-fedora-gcc	NOTE	162.3s
r-devel-macos-arm64	NOTE	27s
r-devel-windows-x86_64	NOTE	109s
r-oldrel-macos-arm64	NOTE
r-oldrel-macos-x86_64	NOTE	113s
r-oldrel-windows-x86_64	NOTE	141s
r-patched-linux-x86_64	NOTE	102.8s
r-release-linux-x86_64	NOTE	102.5s
r-release-macos-arm64	NOTE
r-release-macos-x86_64	NOTE	84s
r-release-windows-x86_64	NOTE	109s

Check details (16 non-OK)

NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Niklas Pfister <np@math.ku.dk>’

The Description field contains
  <arXiv:1911.01850>. The procedure uses averaging to estimate a
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

NOTE r-devel-linux-x86_64-debian-clang

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Niklas Pfister <np@math.ku.dk>’

The Description field contains
  <arXiv:1911.01850>. The procedure uses averaging to estimate a
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

NOTE r-devel-linux-x86_64-debian-gcc

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-release-macos-arm64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

Check History

NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Niklas Pfister <np@math.ku.dk>’

The Description field contains
  <arXiv:1911.01850>. The procedure uses averaging to estimate a
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Niklas Pfister <np@math.ku.dk>’

The Description field contains
  <arXiv:1911.01850>. The procedure uses averaging to estimate a
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

NOTE r-devel-linux-x86_64-fedora-clang

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-devel-linux-x86_64-fedora-gcc

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-devel-macos-arm64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-devel-windows-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-patched-linux-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-release-linux-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-release-macos-arm64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-release-macos-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-release-windows-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-oldrel-macos-arm64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-oldrel-macos-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

NOTE r-oldrel-windows-x86_64

Rd files

checkRd: (-1) SRanalysis.Rd:100: Lost braces
   100 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^
checkRd: (-1) StabilizedRegression.Rd:109: Lost braces
   109 |   P. B{\"u}hlmann (2019). Stabilizing Variable Selection and
       |       ^

Dependency Network

Version History

new 1.1 Mar 9, 2026

Maintainer

Niklas Pfister

Dependencies

Depends

R (>= 3.5)

Imports

MASS R6 glmnet corpcor ggplot2 ggrepel

Compilation

No compilation needed

First Published

Mar 9, 2026

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