Robust Methods for High-Dimensional Data
Overview
Robust methods for high-dimensional data, in particular linear model selection techniques based on least angle regression and sparse regression. Specifically, the package implements robust least angle regression (Khan, Van Aelst & Zamar, 2007; doi:10.1198/016214507000000950), (robust) groupwise least angle regression (Alfons, Croux & Gelper, 2016; doi:10.1016/j.csda.2015.02.007), and sparse least trimmed squares regression (Alfons, Croux & Gelper, 2013; doi:10.1214/12-AOAS575).
Install
Health
- OK13 OK2026-08-04
- NOTE12 OK, 1 NOTE2026-08-01
- OK13 OK2026-05-02
- NOTE12 OK, 2 NOTE2026-04-22
- ERROR11 OK, 2 NOTE, 1 ERROR2026-04-18
Show 1 earlier changeHide 1 earlier change
- NOTE12 OK, 2 NOTE2026-03-10
Documentation
- Help pages
- 30includes a package overview page
- Examples that run
- 96%25 run in a plain check · 1 only when donttest examples are enabled (R CMD check --as-cran)
- Exported functions with examples
- 83%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 37%
Downloads
Repository
- PRs merged (all time)
- 100%
- Median days to close, 50 most recently updated closed issues
- 6
- Median days to close, 50 most recently updated closed PRs
- 10
Stars over time
Forks over time
Releases over time
Issues over time
PRs over time
Commits over time
2 development-tooling and community-health practices detected across 2 families in the upstream repository
Checks run against github.com/aalfons/robusthd on 2026-10-18.
Dependencies
Installing robustHD adds 22 packages (10 with compiled code, 19 MB of source tarballs). Heaviest: ggplot2 6.0 MB, robustbase 2.2 MB, Rcpp 1.8 MB.
Code & Tests
Datasets
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- RR 3.4.0 released · 2017-04-21
- RR 3.3.0 released · 2016-05-03
- RR 3.2.0 released · 2015-04-16
- RR 3.1.0 released · 2014-04-10
- 3.0.3Latest
- 3.0.12013-05-02 · diff ↗
- RR 3.0.0 released · 2013-04-03
Show 27 earlier eventsHide 27 earlier events
- 3.0.02013-03-13 · diff ↗
- 2.15.32012-10-30 · diff ↗
- 2.15.22012-09-09 · diff ↗
- 2.15.12012-04-10 · diff ↗
- 0.8.42026-01-20 · diff ↗
- 0.8.32025-12-09 · diff ↗
- 0.8.22025-10-02 · diff ↗
- 0.8.12024-06-30 · diff ↗
- 0.8.02023-09-27 · diff ↗
- 0.7.42023-01-18 · diff ↗
- 0.7.32022-08-12 · diff ↗
- 0.7.22021-11-23 · diff ↗
- 0.7.12021-10-13 · diff ↗
- 0.7.02021-09-17 · diff ↗ ·
removed 2 exports
sparseLTSGrid, wtadded 4 exports
partialOrder, setupCoefPlot, setupCritPlot, setupDiagnosticPlot - 0.6.12019-12-14 · diff ↗
- 0.6.02019-12-09 · diff ↗
- 0.5.12016-01-08 · diff ↗
- 0.5.02014-04-30 · diff ↗ ·
added 7 exports
grplars, rgrplars, rtslars, rtslarsP, tsBlocks, tslars, tslarsP - 0.4.02013-12-10 · diff ↗
- 0.3.22013-05-02 · diff ↗
- 0.3.12013-04-16 · diff ↗
- 0.3.0
- 0.2.22012-10-30 · diff ↗
- 0.2.12012-09-09 · diff ↗
- 0.2.0
- 0.1.02012-04-10
- RR 2.15.0 released · 2012-03-30
Package metadata
- First published
- 2012-04-10
- Total releases
- 28 / 14 yrs
- License
- GPL (>= 2) OSI
- Minimum R
- ≥ 3.5.0
- Bundled data
- 1.5 MB / 3 files
- Download size
- 1.6 MB
Cite
Cite this package
Run in R for the authors' entry:
citation("robustHD")The package provides a citation file, so citation() returns the authors' own entry.
It points to 10.21105/joss.03786.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.