gamsel swMATH ID: 19132 Software Authors: Alexandra Chouldechova, Trevor Hastie Description: R package gamsel: Fit Regularization Path for Generalized Additive Models. Using overlap grouped lasso penalties, gamsel selects whether a term in a gam is nonzero, linear, or a non-linear spline (up to a specified max df per variable). It fits the entire regularization path on a grid of values for the overall penalty lambda, both for gaussian and binomial families. Homepage: https://cran.r-project.org/web/packages/gamsel/index.html Source Code: https://github.com/cran/gamsel Dependencies: R Related Software: SemiPar; R; gamair; glmnet; mgcv; UCI-ml; ElemStatLearn; FUNFITS; BRugs; Infer.NET; lars; BUGS; gss; wavethresh; glinternet; S-PLUS; sm; SiZer; e1071; Kernlab Cited in: 27 Publications all top 5 Cited by 58 Authors 6 Wand, Matthew P. 3 Hastie, Trevor John 2 Kauermann, Goran 2 Nummi, Tapio 2 Ormerod, John T. 2 Ruppert, David 1 Aerts, Marc 1 Bak, Kwan-Young 1 Bien, Jacob 1 Boyd, Nicholas 1 Boyd, Stephen Poythress 1 Cantoni, Eva 1 Chen, Yongkai 1 Chiaromonte, Francesca 1 Claeskens, Gerda 1 Coull, Brent A. 1 Cressie, Noel A. C. 1 Davanloo Tajbakhsh, Sam 1 Demirkaya, Emre 1 Duisters, Kevin L. W. 1 Efron, Bradley 1 Fan, Yingying 1 Gambella, Claudio 1 Ghaddar, Bissan 1 Harezlak, Jaroslaw 1 Helwig, Nathaniel E. 1 Jhong, Jae-Hwan 1 Johannesson, Gardar 1 Jordan, Michael Irwin 1 Koch, Inge 1 Koo, Ja-Yong 1 Li, Gaorong 1 Li, Qizhai 1 Li, Runze 1 Liang, Faming 1 Liu, Kun 1 Lv, Jinchi 1 Ma, Ping 1 Meng, Cheng 1 Meulman, Jacqueline J. 1 Möttönen, Jyrki 1 Nagler, Thomas 1 Nandy, Debmalya 1 Naoum-Sawaya, Joe 1 Pan, Jianxin 1 Recht, Benjamin 1 Shin, Jae-Kyung 1 Siren, Tarja 1 Tuomisto, Martti T. 1 van der Kooij, Anita J. 1 Vatter, Thibault 1 Westerheide, Nina 1 Yan, Xiaohan 1 Yanagihara, Hirokazu 1 Yu, Jun 1 Zhang, Dewei 1 Zhong, Wenxuan 1 Zhou, Lei all top 5 Cited in 19 Serials 3 Journal of the American Statistical Association 3 Journal of Computational and Graphical Statistics 2 Biometrics 2 Statistical Science 2 Computational Statistics 1 The Annals of Statistics 1 Biometrika 1 Journal of Statistical Planning and Inference 1 Communications in Statistics. Theory and Methods 1 European Journal of Operational Research 1 Journal of the Royal Statistical Society. Series B 1 INFORMS Journal on Computing 1 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 Journal of Applied Statistics 1 AStA. Allgemeines Statistisches Archiv 1 Journal of Machine Learning Research (JMLR) 1 Electronic Journal of Statistics 1 Statistics and Computing 1 Use R! all top 5 Cited in 6 Fields 26 Statistics (62-XX) 6 Numerical analysis (65-XX) 3 Operations research, mathematical programming (90-XX) 2 Computer science (68-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Functional analysis (46-XX) Citations by Year