biglasso: Extending Lasso Model Fitting to Big Data
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>.
| Version: | 1.6.1 |
| Depends: | R (≥ 3.2.0), bigmemory (≥ 4.5.0), Matrix, ncvreg |
| Imports: | Rcpp (≥ 0.12.1), methods |
| LinkingTo: | Rcpp, RcppArmadillo (≥ 0.8.600), bigmemory, BH |
| Suggests: | glmnet, knitr, parallel, rmarkdown, survival, tinytest |
| Published: | 2025-03-05 |
| DOI: | 10.32614/CRAN.package.biglasso |
| Author: | Yaohui Zeng [aut],
Chuyi Wang [aut],
Tabitha Peter [aut],
Patrick Breheny 
[aut, cre] |
| Maintainer: | Patrick Breheny <patrick-breheny at uiowa.edu> |
| BugReports: | https://github.com/pbreheny/biglasso/issues |
| License: | GPL-3 |
| URL: | https://pbreheny.github.io/biglasso/, https://github.com/pbreheny/biglasso |
| NeedsCompilation: | yes |
| Citation: | biglasso citation info |
| Materials: | README, NEWS |
| CRAN checks: | biglasso results |
Documentation:
| Reference manual: | biglasso.html , biglasso.pdf |
| Vignettes: |
biglasso (source, R code) |
Downloads:
| Package source: | biglasso_1.6.1.tar.gz |
| Windows binaries: | r-devel: biglasso_1.6.1.zip, r-release: biglasso_1.6.1.zip, r-oldrel: biglasso_1.6.1.zip |
| macOS binaries: | r-release (arm64): biglasso_1.6.1.tgz, r-oldrel (arm64): biglasso_1.6.1.tgz, r-release (x86_64): biglasso_1.6.1.tgz, r-oldrel (x86_64): biglasso_1.6.1.tgz |
| Old sources: | biglasso archive |
Reverse dependencies:
| Reverse imports: | plmmr |
| Reverse suggests: | SuperLearner |
Linking:
Please use the canonical form https://CRAN.R-project.org/package=biglasso to link to this page.