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Family of Lasso Regression

3packages dependsuggested by 2
11.5Kdownloads / year
24.7%test coverage
13/13flavors OK

Overview

About
Maintained by Tuo ZhaoCRAN page ↗

Provides implementations of a family of Lasso variants, including Dantzig Selector, LAD Lasso, SQRT Lasso, and Lq Lasso, for estimating high-dimensional sparse linear models. We adopt the alternating direction method of multipliers and convert the original optimization problem into a sequence of L1-penalized least-squares minimization problems that are efficiently solved by linearization and multi-stage screening. In addition to sparse linear model estimation, we provide extensions of these methods to sparse Gaussian graphical model estimation, including TIGER and CLIME, using either L1 or adaptive penalties. Missing values can be tolerated for Dantzig selector and CLIME. Computation is memory-optimized using sparse matrix output. For more information, see https://www.jmlr.org/papers/volume16/li15a/li15a.pdf.

Install

Health

CRAN checks
13OK
Slowest check: 4.0 min · r-oldrel-macos-x86_64
Status changes
  • OK13 OK2026-08-05
  • NOTE12 OK, 1 NOTE2026-08-01
  • OK14 OK2026-03-10
Advisories

none known

Documentation

In release 1.8
READMEYes · 58 wordsVignettesYes · 1 · staticNEWSNoCitation fileNoWebsitenot declared in DESCRIPTION
Help pages
21includes a package overview page
Examples that run
100%8 run in a plain check
Exported functions with examples
37%
Documented parameters
100%
Return-value docs
42%
Help pages citing references
43%
Vignettes (1)

Downloads

11.5K
CRAN downloads in the past year
Rank #4,435 · ~32/day · ~959/mo
Daily download trend is not available in this view yet.
70230 days
1.9K90 days
11.5K1 year
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Also on540 r2u5 autocran4.2K conda_forge141 c2d4u

Dependencies

Declared dependencies
2 external dependencies (excludes base and recommended)

Installing flare adds 9 packages (6 with compiled code, 8.0 MB of source tarballs). Heaviest: igraph 4.8 MB, vctrs 1.0 MB, rlang 766 KB.

Depends (5)
R >= 2.15.0latticeMASSMatrixigraph
Imports (1)
methods
LinkingTo (0)
none
Suggests (1)
Enhances (0)
none
Reverse dependencies
3direct
1indirect
Depends 1 · Imports 2
Suggested by 2
Depends, Imports or LinkingTo, most downloaded first
Suggests, most downloaded first

Datasets

People & History

People (5)
Author, Maintainer since 1.8 (2026)
Author
Author

Previously maintained by Xingguo Li (0.9.6 to 1.7.0.2).

Releases (17)

Pick two releases to compare their code metrics.

  • R
    R 4.6.0 released · 2026-04-24
  • 1.8Latest
    record
    2026-02-19 · current release · diff ↗
  • R
    R 4.5.0 released · 2025-04-11
  • 1.7.0.2
    record
    2024-11-04 · diff ↗
  • R
    R 4.4.0 released · 2024-04-24
  • R
    R 4.3.0 released · 2023-04-21
  • 1.7.0.1
    record
    2022-05-23 · diff ↗
  • R
    R 4.2.0 released · 2022-04-22
  • R
    R 4.1.0 released · 2021-05-18
  • unarchivedReturned to CRAN
    2020-12-01
  • 1.7.0
    record
    2020-12-01 · diff ↗
  • archivedRemoved from CRAN
    2020-05-17
  • R
    R 4.0.0 released · 2020-04-24
  • 1.6.0.2
    record
    2019-08-02 · diff ↗
  • orphanedOrphaned by its maintainer
    2019-07-02
    misuse of package= for PACKAGE= was not corrected despite reminder. More corrections on 2019-08-02
  • 1.6.0.1
    record
    2019-07-02 · diff ↗
Show 19 earlier eventsHide 19 earlier events
  • R
    R 3.6.0 released · 2019-04-26
  • R
    R 3.5.0 released · 2018-04-23
  • 1.6.0
    record
    2018-03-25 · diff ↗ ·
    added 1 export
    print.roc
  • R
    R 3.4.0 released · 2017-04-21
  • R
    R 3.3.0 released · 2016-05-03
  • R
    R 3.2.0 released · 2015-04-16
  • 1.5.0
    record
    2014-10-19 · diff ↗
  • 1.4.0
    record
    2014-07-09 · diff ↗
  • 1.3.0
    record
    2014-04-26 · diff ↗
  • R
    R 3.1.0 released · 2014-04-10
  • 1.2.0
    record
    2014-03-30 · diff ↗
  • 1.1.0
    record
    2014-03-13 · diff ↗ ·
    removed 13 exports
    flare.tiger, flare.tiger.generator, flare.tiger.clime.mfista, flare.tiger.slasso.mfista, flare.tiger.roc, flare.tiger.select, flare.slim, flare.slim.lad.mfista, flare.slim.sqrt.mfista, flare.slim.dantzig.mfista, flare.plot, print.tiger, plot.tiger
    added 17 exports
    sugm, sugm.generator, sugm.clime.ladm.scr, sugm.tiger.ladm.scr, sugm.roc, sugm.select, slim, slim.lad.ladm.scr.btr, slim.sqrt.ladm.scr, slim.dantzig.ladm.scr, slim.lq.ladm.scr.btr, slim.lasso.ladm.scr, sugm.plot, print.sugm, plot.sugm, coef.slim, predict.slim
  • 1.0.0
    record
    2013-08-27 · diff ↗ ·
    removed 4 exports
    flare.tiger.clime.hadm, flare.tiger.aclime.cdadm, flare.slim.dantzig, flare.slim.lq
    added 2 exports
    flare.tiger.clime.mfista, flare.slim.dantzig.mfista
  • R
    R 3.0.0 released · 2013-04-03
  • 0.9.9
    record
    2013-04-01 · diff ↗
  • 0.9.8
    record
    2013-01-27 · diff ↗ ·
    removed 5 exports
    flare.tiger.clime.cdadm, flare.tiger.clime.ladm, flare.tiger.slasso.cdadm, flare.slim.lad, flare.slim.sqrt
    added 3 exports
    flare.tiger.slasso.mfista, flare.slim.lad.mfista, flare.slim.sqrt.mfista
  • 0.9.7
    record
    2012-11-30 · diff ↗
  • 0.9.6
    record
    2012-11-27
  • R
    R 2.15.0 released · 2012-03-30

Package metadata

First published
2012-11-27
Total releases
17 / 14 yrs
License
GPL-2 OSI
Minimum R
≥ 2.15.0
Bundled data
176 KB / 1 file
Download size
1.2 MB
Appears in task views

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("flare")
Zhao, T., Li, X., Liu, H., Wang, L., & Yuan, X. (2026). flare: Family of Lasso Regression (Version 1.8) [Computer software]. https://doi.org/10.32614/CRAN.package.flare

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for flare version 1.8 [Data set]. HJJB, LLC. Data release v2026-10-26. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-26, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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