biglasso swMATH ID: 19509 Software Authors: Yaohui Zeng, Patrick Breheny Description: R package biglasso. Extending Lasso Model Fitting to Big Data. Extend lasso and elastic-net model fitting for ultrahigh-dimensional, multi-gigabyte data sets that cannot be loaded into memory. It’s much more memory- and computation-efficient as compared to existing lasso-fitting packages like ’glmnet’ and ’ncvreg’, thus allowing for very powerful big data analysis even with an ordinary laptop. Homepage: https://cran.r-project.org/web/packages/biglasso/index.html Source Code: https://github.com/cran/biglasso Dependencies: R Keywords: CRAN; R package; Extending Lasso Model; Big Data; Lasso; memory-efficient; computation-efficient Related Software: R; glmnet; doParallel; foreach; gglasso; SGL; glinternet; Scikit; ncvreg; RcppEigen; Eigen; grpreg; lars; profvis; bigmemory; Matrix; doMC; oem; rticles; ggplot2 Cited in: 6 Publications all top 5 Cited by 16 Authors 2 Breheny, Patrick 1 Cavanaugh, Joseph E. 1 Fercoq, Olivier 1 Gramfort, Alexandre 1 Lafaye de Micheaux, Pierre 1 Liquet, Benoit 1 Ndiaye, Eugene 1 Peterson, Ryan A. 1 Puliparambil, Bhavithry Sen 1 Salmon, Joseph 1 Sutton, Matthew William 1 Tomal, Jabed H. 1 Wang, Chuyi 1 Yan, Yan 1 Yang, Tianbao 1 Zeng, YaoHui Cited in 5 Serials 1 Journal of Statistical Computation and Simulation 1 Computational Statistics and Data Analysis 1 Journal of Machine Learning Research (JMLR) 1 AStA. Advances in Statistical Analysis 1 Statistics Surveys Cited in 4 Fields 6 Statistics (62-XX) 1 Computer science (68-XX) 1 Operations research, mathematical programming (90-XX) 1 Biology and other natural sciences (92-XX) Citations by Year