flare
1.8Family of Lasso Regression
Overview
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.
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Health
- OK2026-08-0513 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- NOTE2026-08-0112 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- OK2026-03-1014 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
Documentation
- Examples that run
- 100%
- Documented parameters
- 100%
- Return-value docs
- 42%
- References docs
- 43%
Downloads
Dependencies
Code & Tests
Datasets
People & History
17 releases. Pick two to compare their code metrics. R releases are shown for context.
- RR 4.6.0 released · 2026-04-24
- 1.8Latest
- RR 4.5.0 released · 2025-04-11
- 1.7.0.22024-11-04 · diff ↗
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- 1.7.0.12022-05-23 · diff ↗
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- 1.7.02020-12-01 · diff ↗
- unarchivedReturned to CRAN2020-12-01
- archivedRemoved from CRAN2020-05-17
- RR 4.0.0 released · 2020-04-24
- 1.6.0.22019-08-02 · diff ↗
- 1.6.0.12019-07-02 · diff ↗
- orphanedOrphaned by its maintainer2019-07-02misuse of package= for PACKAGE= was not corrected despite reminder. More corrections on 2019-08-02
Show 19 earlier events
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- 1.6.02018-03-25 · diff ↗
- RR 3.4.0 released · 2017-04-21
- RR 3.3.0 released · 2016-05-03
- RR 3.2.0 released · 2015-04-16
- 1.5.02014-10-19 · diff ↗
- 1.4.02014-07-09 · diff ↗
- 1.3.02014-04-26 · diff ↗
- RR 3.1.0 released · 2014-04-10
- 1.2.02014-03-30 · diff ↗
- 1.1.02014-03-13 · diff ↗
- 1.0.02013-08-27 · diff ↗
- RR 3.0.0 released · 2013-04-03
- 0.9.92013-04-01 · diff ↗
- 0.9.82013-01-27 · diff ↗
- 0.9.72012-11-30 · diff ↗
- 0.9.62012-11-27
- RR 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
- Installed size
- not tracked yet
- With dependencies
- not tracked yet
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