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biglasso

Extending Lasso Model Fitting to Big Data

v1.6.1 · Mar 5, 2025 · GPL-3

Description

Extend lasso and elastic-net model fitting for large data sets that cannot be loaded into memory. Designed to be more memory- and computation-efficient than existing lasso-fitting packages like 'glmnet' and 'ncvreg', thus allowing the user to analyze big data with limited RAM <doi:10.32614/RJ-2021-001>.

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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 12 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 25, 2026
NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 22, 2026
NOTE r-oldrel-macos-arm64

installed package size

installed size is  6.3Mb
  sub-directories of 1Mb or more:
    libs   5.4Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  5.6Mb
  sub-directories of 1Mb or more:
    libs   4.7Mb
ERROR 11 OK · 2 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 18, 2026
ERROR r-devel-windows-x86_64

whether package can be installed

Installation failed.
See 'd:/Rcompile/CRANpkg/local/4.6/biglasso.Rcheck/00install.out' for details.
NOTE r-oldrel-macos-arm64

installed package size

installed size is  6.3Mb
  sub-directories of 1Mb or more:
    libs   5.4Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  5.6Mb
  sub-directories of 1Mb or more:
    libs   4.7Mb
NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-oldrel-macos-arm64

installed package size

installed size is  6.3Mb
  sub-directories of 1Mb or more:
    libs   5.4Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  5.6Mb
  sub-directories of 1Mb or more:
    libs   4.7Mb

Reverse Dependencies (2)

imports

suggests

Dependency Network

Dependencies Reverse dependencies bigmemory Matrix ncvreg Rcpp plmmr SuperLearner biglasso

Version History

16 tracked
new 1.6.1 Mar 10, 2026
updated 1.6.1 ← 1.6.0 diff Mar 4, 2025
updated 1.6.0 ← 1.5.2 diff Apr 20, 2024
updated 1.5.2 ← 1.5.1 diff Oct 5, 2022
updated 1.5.1 ← 1.5.0 diff Mar 8, 2022
updated 1.5.0 ← 1.4.1 diff Feb 7, 2022
updated 1.4.1 ← 1.4.0 diff Jan 30, 2021
updated 1.4.0 ← 1.3-7 diff Jan 15, 2021
updated 1.3-7 ← 1.3-6 diff Sep 8, 2019
updated 1.3-6 ← 1.3-5 diff May 3, 2017
updated 1.3-5 ← 1.3-3 diff Apr 3, 2017
updated 1.3-3 ← 1.3-1 diff Jan 25, 2017
updated 1.3-1 ← 1.3-0 diff Dec 30, 2016
updated 1.3-0 ← 1.2-3 diff Dec 20, 2016
updated 1.2-3 ← 1.0-1 diff Nov 13, 2016