James, Gareth M.; Paulson, Courtney; Rusmevichientong, Paat Penalized and constrained optimization: an application to high-dimensional website advertising. (English) Zbl 1437.62687 J. Am. Stat. Assoc. 115, No. 529, 107-122 (2020). MSC: 62P20 62H12 62J07 62H99 PDFBibTeX XMLCite \textit{G. M. James} et al., J. Am. Stat. Assoc. 115, No. 529, 107--122 (2020; Zbl 1437.62687) Full Text: DOI
Qiao, Xinghao; Guo, Shaojun; James, Gareth M. Functional graphical models. (English) Zbl 1478.62123 J. Am. Stat. Assoc. 114, No. 525, 211-222 (2019). MSC: 62H12 62H25 62H99 62J07 62R10 PDFBibTeX XMLCite \textit{X. Qiao} et al., J. Am. Stat. Assoc. 114, No. 525, 211--222 (2019; Zbl 1478.62123) Full Text: DOI Link
Radchenko, Peter; James, Gareth M. Improved variable selection with forward-lasso adaptive shrinkage. (English) Zbl 1220.62089 Ann. Appl. Stat. 5, No. 1, 427-448 (2011). MSC: 62J05 62J12 65C60 62J07 PDFBibTeX XMLCite \textit{P. Radchenko} and \textit{G. M. James}, Ann. Appl. Stat. 5, No. 1, 427--448 (2011; Zbl 1220.62089) Full Text: DOI arXiv
Radchenko, Peter; James, Gareth M. Variable selection using adaptive nonlinear interaction structures in high dimensions. (English) Zbl 1388.62212 J. Am. Stat. Assoc. 105, No. 492, 1541-1553 (2010). MSC: 62J07 62J02 62J05 PDFBibTeX XMLCite \textit{P. Radchenko} and \textit{G. M. James}, J. Am. Stat. Assoc. 105, No. 492, 1541--1553 (2010; Zbl 1388.62212) Full Text: DOI
Tian, Tian Siva; James, Gareth M.; Wilcox, Rand R. A multivariate adaptive stochastic search method for dimensionality reduction in classification. (English) Zbl 1189.62106 Ann. Appl. Stat. 4, No. 1, 340-365 (2010). MSC: 62H30 65C60 PDFBibTeX XMLCite \textit{T. S. Tian} et al., Ann. Appl. Stat. 4, No. 1, 340--365 (2010; Zbl 1189.62106) Full Text: DOI arXiv
James, Gareth M.; Wang, Jing; Zhu, Ji Functional linear regression that’s interpretable. (English) Zbl 1171.62041 Ann. Stat. 37, No. 5A, 2083-2108 (2009). MSC: 62J05 62G08 62J12 62J99 65C60 62P12 PDFBibTeX XMLCite \textit{G. M. James} et al., Ann. Stat. 37, No. 5A, 2083--2108 (2009; Zbl 1171.62041) Full Text: DOI arXiv
James, Gareth M.; Radchenko, Peter A generalized Dantzig selector with shrinkage tuning. (English) Zbl 1163.62054 Biometrika 96, No. 2, 323-337 (2009). MSC: 62J12 65C60 62J05 PDFBibTeX XMLCite \textit{G. M. James} and \textit{P. Radchenko}, Biometrika 96, No. 2, 323--337 (2009; Zbl 1163.62054) Full Text: DOI Link
Fan, Jianqing; Lv, Jinchi [Bickel, Peter; Bühlmann, Peter; Yao, Qiwei; Samworth, Richard; Hall, Peter; Titterington, D. M.; Xue, Jing-Hao; Anagnostopoulos, C.; Tasoulis, D. K.; Zhang, Wenyang; Xia, Yingcun; Johnstone, Iain M.; Richardson, Sylvia; Bottolo, Leonardo; Kent, John T.; Adragni, Kofi; Cook, R. Dennis; Gather, Ursula; Guddat, Charlotte; Greenshtein, Eitan; James, Gareth M.; Radchenko, Peter; Leng, Chenlei; Wang, Hansheng; Levina, Elizaveta; Zhu, Ji; Li, Runze; Liu, Yufeng; Longford, N. T.; Luo, Weiqi; Baxter, Paul D.; Taylor, Charles C.; Marron, J. S.; Morris, Jeffrey S.; Robert, Christian P.; Yu, Keming; Zhang, Cun-Hui; Zhang, Hao Helen; Zhou, Harrison H.; Lin, Xihong; Zou, Hui] Sure independence screening for ultrahigh dimensional feature space. With discussion and authors’ reply. (English) Zbl 1411.62187 J. R. Stat. Soc., Ser. B, Stat. Methodol. 70, No. 5, 849-911 (2008). MSC: 62J05 62J07 62F10 62-02 PDFBibTeX XMLCite \textit{J. Fan} and \textit{J. Lv}, J. R. Stat. Soc., Ser. B, Stat. Methodol. 70, No. 5, 849--911 (2008; Zbl 1411.62187) Full Text: DOI arXiv
Radchenko, Peter; James, Gareth M. Variable inclusion and shrinkage algorithms. (English) Zbl 1205.62100 J. Am. Stat. Assoc. 103, No. 483, 1304-1315 (2008). MSC: 62J12 PDFBibTeX XMLCite \textit{P. Radchenko} and \textit{G. M. James}, J. Am. Stat. Assoc. 103, No. 483, 1304--1315 (2008; Zbl 1205.62100) Full Text: DOI