Skip to content

sparsenet

Fit Sparse Linear Regression Models via Nonconvex Optimization

v1.7 · Nov 16, 2024 · GPL-2

Description

Efficient procedure for fitting regularization paths between L1 and L0, using the MC+ penalty of Zhang, C.H. (2010)<doi:10.1214/09-AOS729>. Implements the methodology described in Mazumder, Friedman and Hastie (2011) <DOI: 10.1198/jasa.2011.tm09738>. Sparsenet computes the regularization surface over both the family parameter and the tuning parameter by coordinate descent.

Downloads

CRAN

570

Last 30 days

5980th

1.8K

Last 90 days

7.2K

Last year

Trend: -4.7% (30d vs prior 30d)

r2u CRAN

40

Last 30 days

119

Last 90 days

410

Last year

Trend: -20% (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 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Dependency Network

Dependencies Reverse dependencies Matrix shape sparsenet

Version History

9 tracked
new 1.7 Mar 10, 2026
updated 1.7 ← 1.6 diff Nov 15, 2024
updated 1.6 ← 1.5 diff Feb 4, 2024
updated 1.5 ← 1.4 diff Aug 21, 2023
updated 1.4 ← 1.3 diff Nov 9, 2019
updated 1.3 ← 1.2 diff Feb 10, 2019
updated 1.2 ← 1.1 diff Mar 11, 2014
updated 1.1 ← 1.0 diff Jan 6, 2013
new 1.0 Mar 2, 2012