Mania, Horia; Jordan, Michael I.; Recht, Benjamin Active learning for nonlinear system identification with guarantees. (English) Zbl 07625185 J. Mach. Learn. Res. 23, Paper No. 32, 30 p. (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{H. Mania} et al., J. Mach. Learn. Res. 23, Paper No. 32, 30 p. (2022; Zbl 07625185) Full Text: arXiv Link
Peruzzi, Michele; Dunson, David B. Spatial multivariate trees for big data Bayesian regression. (English) Zbl 07625170 J. Mach. Learn. Res. 23, Paper No. 17, 40 p. (2022). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Peruzzi} and \textit{D. B. Dunson}, J. Mach. Learn. Res. 23, Paper No. 17, 40 p. (2022; Zbl 07625170) Full Text: arXiv Link
Cai, Hanqin; Hamm, Keaton; Huang, Longxiu; Needell, Deanna Mode-wise tensor decompositions: multi-dimensional generalizations of CUR decompositions. (English) Zbl 07415128 J. Mach. Learn. Res. 22, Paper No. 185, 36 p. (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{H. Cai} et al., J. Mach. Learn. Res. 22, Paper No. 185, 36 p. (2021; Zbl 07415128) Full Text: arXiv Link
Zhou, Shenglong; Xiu, Naihua; Qi, Hou-Duo Global and quadratic convergence of Newton hard-thresholding pursuit. (English) Zbl 07370529 J. Mach. Learn. Res. 22, Paper No. 12, 45 p. (2021). MSC: 68T05 PDFBibTeX XMLCite \textit{S. Zhou} et al., J. Mach. Learn. Res. 22, Paper No. 12, 45 p. (2021; Zbl 07370529) Full Text: arXiv Link
Martens, James New insights and perspectives on the natural gradient method. (English) Zbl 07306852 J. Mach. Learn. Res. 21, Paper No. 146, 76 p. (2020). MSC: 65K10 PDFBibTeX XMLCite \textit{J. Martens}, J. Mach. Learn. Res. 21, Paper No. 146, 76 p. (2020; Zbl 07306852) Full Text: arXiv Link
Darnell, Gregory; Georgiev, Stoyan; Mukherjee, Sayan; Engelhardt, Barbara E. Adaptive randomized dimension reduction on massive data. (English) Zbl 1442.62153 J. Mach. Learn. Res. 18(2017-2018), Paper No. 140, 30 p. (2017). MSC: 62J05 62H12 62R07 62P10 92D10 PDFBibTeX XMLCite \textit{G. Darnell} et al., J. Mach. Learn. Res. 18, Paper No. 140, 30 p. (2017; Zbl 1442.62153) Full Text: arXiv Link
Schiratti, Jean-Baptiste; Allassonnière, Stéphanie; Colliot, Olivier; Durrleman, Stanley A Bayesian mixed-effects model to learn trajectories of changes from repeated manifold-valued observations. (English) Zbl 1442.62116 J. Mach. Learn. Res. 18(2017-2018), Paper No. 133, 33 p. (2017). MSC: 62H11 62R30 62P10 PDFBibTeX XMLCite \textit{J.-B. Schiratti} et al., J. Mach. Learn. Res. 18, Paper No. 133, 33 p. (2017; Zbl 1442.62116) Full Text: Link
Chen, Jie; Avron, Haim; Sindhwani, Vikas Hierarchically compositional kernels for scalable nonparametric learning. (English) Zbl 1434.68401 J. Mach. Learn. Res. 18(2017-2018), Paper No. 66, 42 p. (2017). MSC: 68T05 62G08 62H30 PDFBibTeX XMLCite \textit{J. Chen} et al., J. Mach. Learn. Res. 18, Paper No. 66, 42 p. (2017; Zbl 1434.68401) Full Text: arXiv Link