glmnet swMATH ID: 8159 Software Authors: Friedman, Jerome; Hastie, Trevor; Tibshirani, Rob Description: R package glmnet: Lasso and elastic-net regularized generalized linear models. Extremely efficient procedures for fitting the entire lasso or elastic-net regularization path for linear regression, logistic and multinomial regression models, poisson regression and the Cox model. Two recent additions are the multiresponse gaussian, and the grouped multinomial. The algorithm uses cyclical coordinate descent in a pathwise fashion, as described in the paper listed below. Homepage: http://cran.r-project.org/web/packages/glmnet/index.html Source Code: https://github.com/cran/glmnet Dependencies: R Related Software: R; ElemStatLearn; glasso; UCI-ml; sparsenet; PDCO; MASS (R); GitHub; randomForest; e1071; ranger; CRAN; hierNet; gglasso; NESTA; caret; LIBSVM; Scikit; lars; TFOCS Cited in: 937 Documents Standard Articles 1 Publication describing the Software Year Regularization Paths for Generalized Linear Models via Coordinate Descent Link Jerome Friedman; Trevor Hastie; Rob Tibshirani 2010 all top 5 Cited by 2,181 Authors 18 Bühlmann, Peter 14 Tibshirani, Robert John 10 Huang, Jian 10 Zou, Hui 9 Tutz, Gerhard E. 8 Van der Laan, Mark Johannes 7 Mai, Qing 7 Van de Geer, Sara Anna 7 Yang, Yuehan 6 Bertsimas, Dimitris John 6 Groll, Andreas 6 Hirose, Kei-ichi 6 Qu, Annie 5 Bien, Jacob 5 Breheny, Patrick 5 Feng, Yang 5 Hastie, Trevor John 5 Jiao, Yuling 5 Li, Quefeng 5 Liu, Han 5 Liu, Jin 5 Liu, Yufeng 5 Mazumder, Rahul 5 Shah, Rajen Dinesh 5 Zhu, Liping 4 Ahmed, Syed Ejaz 4 Binder, Harald 4 Cai, Tianwen 4 Cai, Tianxi 4 Choiruddin, Achmad 4 Coeurjolly, Jean-François 4 de Rooij, Mark 4 Fan, Jianqing 4 Genç, Murat 4 George, Edward I. 4 Giurcanu, Mihai C. 4 Jhong, Jae-Hwan 4 Kang, Lican 4 Koo, Ja-Yong 4 Li, Hongzhe 4 Liu, Yanyan 4 Ma, Shuangge 4 Meinshausen, Nicolai 4 Park, Gunwoong 4 Sansonnet, Laure 4 Sherwood, Ben 4 Suchard, Marc A. 4 Tan, Zhiqiang 4 Taylor, Jonathan E. 4 Van Parys, Bart P. 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