Skip to content

VSOLassoBag

Variable Selection Oriented LASSO Bagging Algorithm

v1.0 · Sep 1, 2025 · GPL-3

Description

A wrapped LASSO approach by integrating an ensemble learning strategy to help select efficient, stable, and high confidential variables from omics-based data. Using a bagging strategy in combination of a parametric method or inflection point search method for cut-off threshold determination. This package can integrate and vote variables generated from multiple LASSO models to determine the optimal candidates. Luo H, Zhao Q, et al (2020) <doi:10.1126/scitranslmed.aax7533> for more details.

Downloads

CRAN

327

Last 30 days

13761st

730

Last 90 days

2.6K

Last year

Trend: +87.9% (30d vs prior 30d)

r2u CRAN

0

Last 30 days

24

Last 90 days

130

Last year

Trend: -100% (30d vs prior 30d)

CRAN Check Status

13 OK
Show all 13 flavors
Flavor Status
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-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 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 9, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 8, 2026
ERROR r-devel-linux-x86_64-debian-gcc

whether package can be installed

Installation failed.
See ‘/home/hornik/tmp/R.check/r-devel-gcc/Work/PKGS/VSOLassoBag.Rcheck/00install.out’ for details.
OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE May 10, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE May 3, 2026
ERROR r-release-linux-x86_64

package dependencies

Package required but not available: ‘SummarizedExperiment’

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Code

Structure

Lines of code

2,238

Files

26

Compiled share

0%

Has compiled src

No

Language breakdown

R 1,720 (76.9%)Docs 319 (14.3%)Vignettes 199 (8.9%)

API

Exported functions

4

Internal functions

20

Recent export changes

v0.99.0+4 LessPermutation, VSOLassoBag, kneedle +1 more

Testing & CI

Has tests

No

Test-to-code ratio

0.00

testthat edition

CI present

No

CI type

[]

PR gated

No

Docs

Return-value doc rate

100%

\dontrun example ratio

0%

Roxygen coverage

100%

Has pkgdown

No

NEWS present

No

Health & Security signals

Informational signals; not verdicts.

on.exit coverage

100%

Unsafe pattern score

0

Dep constraint coverage

0%

Secret pattern count

0

Bundled 3rd-party code

2 items

Portability & License

Min R version

3.6.0

System requirements

C++ standard

License

GPL-3

License flags

SPDX valid, OSI approved

History

Versions

3

First release

2022-11-25

Latest release

2025-09-01

Avg cadence

506 days

Cold removal rate

Dep drift

0

LOC over versions

v0.99.0: 2,291 LOCv0.99.1: 2,308 LOCv1.0: 2,238 LOC

Per-file churn detail lives in the source pipeline: https://github.com/r-observatory/cran-code-metrics.

Dependency Network

Dependencies Reverse dependencies glmnet survival ggplot2 POT pbapply SummarizedExperiment VSOLassoBag

Version History

4 tracked
new 1.0 Mar 10, 2026
updated 1.0 ← 0.99.1 diff Aug 31, 2025
updated 0.99.1 ← 0.99.0 diff Mar 23, 2023
new 0.99.0 Nov 24, 2022