Chérief-Abdellatif, Badr-Eddine; Alquier, Pierre Consistency of variational Bayes inference for estimation and model selection in mixtures. (English) Zbl 1403.62035 Electron. J. Stat. 12, No. 2, 2995-3035 (2018). MSC: 62F15 62H30 62F12 62F35 PDFBibTeX XMLCite \textit{B.-E. Chérief-Abdellatif} and \textit{P. Alquier}, Electron. J. Stat. 12, No. 2, 2995--3035 (2018; Zbl 1403.62035) Full Text: DOI arXiv Euclid
Alquier, Pierre; Biau, Gérard Sparse single-index model. (English) Zbl 1320.62177 J. Mach. Learn. Res. 14, 243-280 (2013). MSC: 62J12 62F15 62G08 62J07 PDFBibTeX XMLCite \textit{P. Alquier} and \textit{G. Biau}, J. Mach. Learn. Res. 14, 243--280 (2013; Zbl 1320.62177) Full Text: arXiv Link
Guedj, Benjamin; Alquier, Pierre PAC-Bayesian estimation and prediction in sparse additive models. (English) Zbl 1337.62075 Electron. J. Stat. 7, 264-291 (2013). MSC: 62G08 62J02 65C40 62J07 PDFBibTeX XMLCite \textit{B. Guedj} and \textit{P. Alquier}, Electron. J. Stat. 7, 264--291 (2013; Zbl 1337.62075) Full Text: DOI arXiv Euclid
Alquier, Pierre; Lounici, Karim PAC-Bayesian bounds for sparse regression estimation with exponential weights. (English) Zbl 1274.62463 Electron. J. Stat. 5, 127-145 (2011). MSC: 62J07 62J05 62G08 62F15 62B10 68T05 PDFBibTeX XMLCite \textit{P. Alquier} and \textit{K. Lounici}, Electron. J. Stat. 5, 127--145 (2011; Zbl 1274.62463) Full Text: DOI arXiv Euclid