Package: biglasso 1.6.0

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.

Authors:Yaohui Zeng [aut], Chuyi Wang [aut], Tabitha Peter [aut], Patrick Breheny [aut, cre]

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biglasso.pdf |biglasso.html✨
biglasso/json (API)
NEWS

Peer review:

Bug tracker:https://github.com/pbreheny/biglasso/issues

On CRAN:

bigdatalassoout-of-coreparallel-computing

5 exports 113 stars 4.76 score 9 dependencies 7 mentions 68 scripts 1.7k downloads

Last updated 5 months agofrom:9d68ff63ad. Checks:OK: 7 NOTE: 2. Indexed: yes.

Exports:biglassobiglasso_fitbiglasso_pathcv.biglassosetupX

Dependencies:BHbigmemorybigmemory.srilatticeMatrixncvregRcppRcppArmadillouuid