Emmenegger, Corinne; Bühlmann, Peter Regularizing double machine learning in partially linear endogenous models. (English) Zbl 1498.62086 Electron. J. Stat. 15, No. 2, 6461-6543 (2021). MSC: 62G08 62G05 62J05 62G20 62P20 68T05 PDFBibTeX XMLCite \textit{C. Emmenegger} and \textit{P. Bühlmann}, Electron. J. Stat. 15, No. 2, 6461--6543 (2021; Zbl 1498.62086) Full Text: DOI arXiv Link
Shah, Rajen D.; Bühlmann, Peter Goodness-of-fit tests for high dimensional linear models. (English) Zbl 06840459 J. R. Stat. Soc., Ser. B, Stat. Methodol. 80, No. 1, 113-135 (2018). MSC: 62J07 62F40 PDFBibTeX XMLCite \textit{R. D. Shah} and \textit{P. Bühlmann}, J. R. Stat. Soc., Ser. B, Stat. Methodol. 80, No. 1, 113--135 (2018; Zbl 06840459) Full Text: DOI arXiv Link
Bühlmann, Peter; Mandozzi, Jacopo High-dimensional variable screening and bias in subsequent inference, with an empirical comparison. (English) Zbl 1306.65035 Comput. Stat. 29, No. 3-4, 407-430 (2014). MSC: 62-08 62J05 62J07 62G08 PDFBibTeX XMLCite \textit{P. Bühlmann} and \textit{J. Mandozzi}, Comput. Stat. 29, No. 3--4, 407--430 (2014; Zbl 1306.65035) Full Text: DOI Link
Bühlmann, Peter Statistical significance in high-dimensional linear models. (English) Zbl 1273.62173 Bernoulli 19, No. 4, 1212-1242 (2013). MSC: 62J07 62J05 62H15 62F05 65C60 PDFBibTeX XMLCite \textit{P. Bühlmann}, Bernoulli 19, No. 4, 1212--1242 (2013; Zbl 1273.62173) Full Text: DOI arXiv Euclid
van de Geer, Sara; Bühlmann, Peter; Zhou, Shuheng The adaptive and the thresholded Lasso for potentially misspecified models (and a lower bound for the Lasso). (English) Zbl 1274.62471 Electron. J. Stat. 5, 688-749 (2011). MSC: 62J07 62G08 PDFBibTeX XMLCite \textit{S. van de Geer} et al., Electron. J. Stat. 5, 688--749 (2011; Zbl 1274.62471) Full Text: DOI arXiv Euclid
Städler, Nicolas; Bühlmann, Peter; Van de Geer, Sara \(\ell_{1}\)-penalization for mixture regression models. (English) Zbl 1203.62128 Test 19, No. 2, 209-256 (2010). MSC: 62J12 62F12 62J07 90C90 65C60 PDFBibTeX XMLCite \textit{N. Städler} et al., Test 19, No. 2, 209--256 (2010; Zbl 1203.62128) Full Text: DOI arXiv
van de Geer, Sara A.; Bühlmann, Peter On the conditions used to prove oracle results for the Lasso. (English) Zbl 1327.62425 Electron. J. Stat. 3, 1360-1392 (2009). MSC: 62J07 62C05 62G05 PDFBibTeX XMLCite \textit{S. A. van de Geer} and \textit{P. Bühlmann}, Electron. J. Stat. 3, 1360--1392 (2009; Zbl 1327.62425) Full Text: DOI arXiv Euclid
Bühlmann, Peter; Hothorn, Torsten Boosting algorithms: regularization, prediction and model fitting. (English) Zbl 1246.62163 Stat. Sci. 22, No. 4, 477-505 (2007). MSC: 62J12 62N02 65C60 62-04 PDFBibTeX XMLCite \textit{P. Bühlmann} and \textit{T. Hothorn}, Stat. Sci. 22, No. 4, 477--505 (2007; Zbl 1246.62163) Full Text: DOI arXiv Euclid