biglasso
Extending Lasso Model Fitting to Big Data
Extend lasso and elastic-net model fitting for ultra high-dimensional, multi-gigabyte 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 analysis even on an ordinary laptop.
- https://pbreheny.github.io/biglasso/index.html
- GitHub
- https://arxiv.org/abs/1701.05936
- File a bug report
- biglasso results
- biglasso.pdf
- Version1.6.0
- R version≥ 3.2.0
- LicenseGPL-3
- Needs compilation?Yes
- biglasso citation info
- Last release04/21/2024
Documentation
Team
Patrick Breheny
Yaohui Zeng
Show author detailsRolesAuthorChuyi Wang
Show author detailsRolesAuthorTabitha Peter
Show author detailsRolesAuthor
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- Depends4 packages
- Imports1 package
- Suggests6 packages
- Linking To4 packages
- Reverse Imports1 package
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