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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13 NOTE

Show all 13 flavors

Flavor	Status	Time
r-devel-linux-x86_64-debian-clang	NOTE	110.9s
r-devel-linux-x86_64-debian-gcc	NOTE	77.2s
r-devel-linux-x86_64-fedora-clang	NOTE	176.9s
r-devel-linux-x86_64-fedora-gcc	NOTE	164.6s
r-devel-windows-x86_64	NOTE	109s
r-oldrel-macos-arm64	NOTE
r-oldrel-macos-x86_64	NOTE	84s
r-oldrel-windows-x86_64	NOTE	143s
r-patched-linux-x86_64	NOTE	102.2s
r-release-linux-x86_64	NOTE
r-release-macos-arm64	NOTE	28s
r-release-macos-x86_64	NOTE	101s
r-release-windows-x86_64	NOTE	111s

Check details (15 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-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 10, 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

3 tracked

new 1.1 Mar 10, 2026

updated 1.1 ← 1.0 diff Jun 29, 2022

new 1.0 Mar 12, 2020