Piccialli, Veronica; Sciandrone, Marco Nonlinear optimization and support vector machines. (English) Zbl 1496.90059 Ann. Oper. Res. 314, No. 1, 15-47 (2022). MSC: 90C25 68T05 PDFBibTeX XMLCite \textit{V. Piccialli} and \textit{M. Sciandrone}, Ann. Oper. Res. 314, No. 1, 15--47 (2022; Zbl 1496.90059) Full Text: DOI
Curtis, Frank E.; Dai, Yutong; Robinson, Daniel P. A subspace acceleration method for minimization involving a group sparsity-inducing regularizer. (English) Zbl 1491.90157 SIAM J. Optim. 32, No. 2, 545-572 (2022). MSC: 90C30 90C25 65K05 65K10 65Y20 68Q25 90C60 PDFBibTeX XMLCite \textit{F. E. Curtis} et al., SIAM J. Optim. 32, No. 2, 545--572 (2022; Zbl 1491.90157) Full Text: DOI arXiv
Liang, Xiubo; Wang, Guoqiang; Yu, Bo A reduced proximal-point homotopy method for large-scale non-convex BQP. (English) Zbl 1487.90514 Comput. Optim. Appl. 81, No. 2, 539-567 (2022). MSC: 90C20 90C26 PDFBibTeX XMLCite \textit{X. Liang} et al., Comput. Optim. Appl. 81, No. 2, 539--567 (2022; Zbl 1487.90514) Full Text: DOI
Yoshida, Tomoki; Takeuchi, Ichiro; Karasuyama, Masayuki Distance metric learning for graph structured data. (English) Zbl 07465655 Mach. Learn. 110, No. 7, 1765-1811 (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{T. Yoshida} et al., Mach. Learn. 110, No. 7, 1765--1811 (2021; Zbl 07465655) Full Text: DOI arXiv
Massias, Mathurin; Vaiter, Samuel; Gramfort, Alexandre; Salmon, Joseph Dual extrapolation for sparse GLMs. (English) Zbl 07306914 J. Mach. Learn. Res. 21, Paper No. 234, 33 p. (2020). MSC: 62J12 68Q25 68T20 PDFBibTeX XMLCite \textit{M. Massias} et al., J. Mach. Learn. Res. 21, Paper No. 234, 33 p. (2020; Zbl 07306914) Full Text: arXiv Link
Yue, Man-Chung; Zhou, Zirui; So, Anthony Man-Cho A family of inexact SQA methods for non-smooth convex minimization with provable convergence guarantees based on the Luo-Tseng error bound property. (English) Zbl 1412.49061 Math. Program. 174, No. 1-2 (B), 327-358 (2019). MSC: 49M15 65K10 90C55 PDFBibTeX XMLCite \textit{M.-C. Yue} et al., Math. Program. 174, No. 1--2 (B), 327--358 (2019; Zbl 1412.49061) Full Text: DOI arXiv
Smith, Virginia; Forte, Simone; Ma, Chenxin; Takáč, Martin; Jordan, Michael I.; Jaggi, Martin CoCoA: a general framework for communication-efficient distributed optimization. (English) Zbl 1473.68167 J. Mach. Learn. Res. 18(2017-2018), Paper No. 230, 49 p. (2018). MSC: 68T05 68W15 90C25 PDFBibTeX XMLCite \textit{V. Smith} et al., J. Mach. Learn. Res. 18, Paper No. 230, 49 p. (2018; Zbl 1473.68167) Full Text: arXiv Link
Piccialli, Veronica; Sciandrone, Marco Nonlinear optimization and support vector machines. (English) Zbl 1398.65126 4OR 16, No. 2, 111-149 (2018). MSC: 65K05 90C25 90C30 PDFBibTeX XMLCite \textit{V. Piccialli} and \textit{M. Sciandrone}, 4OR 16, No. 2, 111--149 (2018; Zbl 1398.65126) Full Text: DOI Link
Ndiaye, Eugene; Fercoq, Olivier; Gramfort, Alexandre; Salmon, Joseph Gap safe screening rules for sparsity enforcing penalties. (English) Zbl 1442.62161 J. Mach. Learn. Res. 18(2017-2018), Paper No. 128, 33 p. (2017). MSC: 62J07 62J12 PDFBibTeX XMLCite \textit{E. Ndiaye} et al., J. Mach. Learn. Res. 18, Paper No. 128, 33 p. (2017; Zbl 1442.62161) Full Text: arXiv Link
Treister, Eran; Turek, Javier S.; Yavneh, Irad A multilevel framework for sparse optimization with application to inverse covariance estimation and logistic regression. (English) Zbl 1348.90466 SIAM J. Sci. Comput. 38, No. 5, S566-S592 (2016). MSC: 90C06 90C25 90C22 PDFBibTeX XMLCite \textit{E. Treister} et al., SIAM J. Sci. Comput. 38, No. 5, S566--S592 (2016; Zbl 1348.90466) Full Text: DOI arXiv
Xu, Yangyang; Yin, Wotao Block stochastic gradient iteration for convex and nonconvex optimization. (English) Zbl 1342.93125 SIAM J. Optim. 25, No. 3, 1686-1716 (2015). MSC: 93E25 93E20 49M05 90C15 90C25 90C26 90C30 65K05 65K10 65B99 PDFBibTeX XMLCite \textit{Y. Xu} and \textit{W. Yin}, SIAM J. Optim. 25, No. 3, 1686--1716 (2015; Zbl 1342.93125) Full Text: DOI arXiv
Mairal, Julien Incremental majorization-minimization optimization with application to large-scale machine learning. (English) Zbl 1320.90047 SIAM J. Optim. 25, No. 2, 829-855 (2015). MSC: 90C06 68T05 90C26 90C25 PDFBibTeX XMLCite \textit{J. Mairal}, SIAM J. Optim. 25, No. 2, 829--855 (2015; Zbl 1320.90047) Full Text: DOI arXiv
Kobayashi, Takumi Low-rank bilinear classification: efficient convex optimization and extensions. (English) Zbl 1328.68183 Int. J. Comput. Vis. 110, No. 3, 308-327 (2014). MSC: 68T10 68T05 68T45 PDFBibTeX XMLCite \textit{T. Kobayashi}, Int. J. Comput. Vis. 110, No. 3, 308--327 (2014; Zbl 1328.68183) Full Text: DOI