Edit Profile (opens in new tab) Bühlmann, Peter Co-Author Distance Author ID: buhlmann.peter Published as: Bühlmann, Peter; Bühlmann, P. Homepage: https://stat.ethz.ch/~buhlmann/ External Links: MGP · ORCID · Wikidata · Google Scholar · dblp · GND · IdRef Documents Indexed: 135 Publications since 1994, including 1 Book and 3 Additional arXiv Preprints 5 Contributions as Editor · 1 Further Contribution Co-Authors: 86 Co-Authors with 117 Joint Publications 2,820 Co-Co-Authors all top 5 Co-Authors 24 single-authored 15 Van de Geer, Sara Anna 13 Meinshausen, Nicolai 8 Peters, Jonas 7 Hothorn, Torsten 7 Kalisch, Markus 7 Meier, Lukas 7 Yu, Bin 6 Zhang, Cun-Hui 5 Rothenhäusler, Dominik 4 Bickel, Peter John 4 Dezeure, Ruben 4 Pfister, Niklas 4 Renaux, Claude 4 Richardson, Sylvia 4 Rütimann, Philipp 4 Shah, Rajen Dinesh 4 Städler, Nicolas 3 Cai, Tony Tony 3 Ćevid, Domagoj 3 Ernest, Jan 3 Hauser, Alain 3 Kovács, Solt 3 Lutz, Roman Werner 3 Maathuis, Marloes H. 3 Mandozzi, Jacopo 3 Munk, Axel 3 Samworth, Richard J. 3 Schultheiss, Christoph 2 Audrino, Francesco 2 Buzdugan, Laura 2 Chen, Yuansi 2 Emmenegger, Corinne 2 Frigessi, Arnoldo 2 Glad, Ingrid K. 2 Guo, Zijian 2 Kent, John T. 2 Kneib, Thomas 2 Künsch, Hans Rudolf 2 Law, Michael 2 Leng, Chenlei 2 Levina, Elizaveta 2 Li, Housen 2 Nowzohour, Christopher 2 Ritov, Ya’acov 2 Schölkopf, Bernhard 2 Uhler, Caroline 2 Van der Laan, Mark Johannes 2 Vannucci, Marina 2 Zhou, Shuheng 2 Zhu, Ji 2 Zou, Hui 1 Adragni, Kofi Placid 1 Aebersold, Ruedi 1 Ahmed, Ismaïl 1 Anagnostopoulos, Christoforos 1 Ango Nze, Patrick 1 Bareinboim, Elias 1 Baxter, Paul D. 1 Bhattacharya, Debopam 1 Bottolo, Leonardo 1 Bourguignon, Jean-Pierre 1 Brown, Phil 1 Chen, Shizhe 1 Cook, Ralph Dennis 1 Crudu, Federico 1 Dahinden, Corinne 1 Davison, Andrew J. 1 Dawid, Philip 1 Dettling, Marcel 1 Didelez, Vanessa 1 Ding, Peng 1 Doukhan, Paul 1 Draper, David 1 Drineas, Petros 1 Dudoit, Sandrine 1 Esteban, Maria J. 1 Fan, Jianqing 1 Fang, Zhou 1 Feller, Avi 1 Fellinghauer, Bernd 1 Fine, Jason Peter 1 Foster, Adam 1 Gandy, Axel 1 Gather, Ursula 1 Greenshtein, Eitan 1 Griffin, Jim E. 1 Guddat, Charlotte 1 Hall, Peter Gavin 1 Hansen, Niels Richard 1 Hastie, Trevor John 1 Hennig, Christian 1 Hofner, Benjamin 1 Holmes, Christopher C. 1 Hudgens, Michael G. 1 James, Gareth M. 1 Janková, Jana 1 Johnstone, Iain Murray 1 Kasza, Jessica 1 Kirk, Paul D. W. 1 Kook, Lucas ...and 87 more Co-Authors all top 5 Serials 22 The Annals of Statistics 12 Journal of the Royal Statistical Society. Series B. Statistical Methodology 10 Statistical Science 10 Journal of Machine Learning Research (JMLR) 10 Electronic Journal of Statistics 7 Biometrika 6 Journal of the American Statistical Association 6 Test 4 Scandinavian Journal of Statistics 4 Computational Statistics and Data Analysis 3 Journal of Statistical Planning and Inference 3 Computational Statistics 3 Bernoulli 3 The Annals of Applied Statistics 2 Stochastic Processes and their Applications 2 Oberwolfach Reports 2 Statistics and Computing 1 Annals of the Institute of Statistical Mathematics 1 Biometrical Journal 1 International Statistical Review 1 Journal of Multivariate Analysis 1 Statistics & Probability Letters 1 Journal of Time Series Analysis 1 Statistics 1 International Journal of Approximate Reasoning 1 Journal of Theoretical Probability 1 Neural Computation 1 Elemente der Mathematik 1 Proceedings of the National Academy of Sciences of the United States of America 1 Statistica Sinica 1 European Mathematical Society Newsletter 1 Mathematical Methods of Operations Research 1 Biostatistics 1 Foundations of Computational Mathematics 1 Statistical Applications in Genetics and Molecular Biology 1 Journal of the Korean Statistical Society 1 Abel Symposia 1 Journal of Computational and Graphical Statistics 1 Springer Series in Statistics 1 EMS Surveys in Mathematical Sciences 1 Chapman & Hall/CRC Handbooks of Modern Statistical Methods all top 5 Fields 129 Statistics (62-XX) 18 Computer science (68-XX) 17 Numerical analysis (65-XX) 11 Probability theory and stochastic processes (60-XX) 9 Combinatorics (05-XX) 5 General and overarching topics; collections (00-XX) 4 Biology and other natural sciences (92-XX) 3 History and biography (01-XX) 1 Algebraic geometry (14-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 Operations research, mathematical programming (90-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Information and communication theory, circuits (94-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 111 Publications have been cited 4,734 times in 3,040 Documents Cited by ▼ Year ▼ High-dimensional graphs and variable selection with the Lasso. Zbl 1113.62082 Meinshausen, Nicolai; Bühlmann, Peter 707 2006 Statistics for high-dimensional data. Methods, theory and applications. Zbl 1273.62015 Bühlmann, Peter; van de Geer, Sara 564 2011 Sure independence screening for ultrahigh dimensional feature space. With discussion and authors’ reply. Zbl 1411.62187 Fan, Jianqing; Lv, Jinchi 540 2008 On asymptotically optimal confidence regions and tests for high-dimensional models. Zbl 1305.62259 van de Geer, Sara; Bühlmann, Peter; Ritov, Ya’acov; Dezeure, Ruben 313 2014 The group Lasso for logistic regression. Zbl 1400.62276 Meier, Lukas; van de Geer, Sara; Bühlmann, Peter 258 2008 Stability selection. With discussion and authors’ reply. Zbl 1411.62142 Meinshausen, Nicolai; Bühlmann, Peter 186 2010 On the conditions used to prove oracle results for the Lasso. Zbl 1327.62425 van de Geer, Sara A.; Bühlmann, Peter 184 2009 Boosting with the \(L_ 2\) loss: Regression and classification. Zbl 1041.62029 Bühlmann, Peter; Yu, Bin 150 2003 High-dimensional additive modeling. Zbl 1360.62186 Meier, Lukas; van de Geer, Sara; Bühlmann, Peter 144 2009 Boosting algorithms: regularization, prediction and model fitting. Zbl 1246.62163 Bühlmann, Peter; Hothorn, Torsten 125 2007 Sieve bootstrap for time series. Zbl 0874.62102 Bühlmann, Peter 125 1997 \(p\)-values for high-dimensional regression. Zbl 1205.62089 Meinshausen, Nicolai; Meier, Lukas; Bühlmann, Peter 108 2009 Analyzing bagging. Zbl 1029.62037 Bühlmann, Peter; Yu, Bin 101 2002 Estimating high-dimensional directed acyclic graphs with the PC-algorithm. Zbl 1222.68229 Kalisch, Markus; Bühlmann, Peter 91 2007 Statistical significance in high-dimensional linear models. Zbl 1273.62173 Bühlmann, Peter 83 2013 \(\ell_{1}\)-penalization for mixture regression models. Zbl 1203.62128 Städler, Nicolas; Bühlmann, Peter; Van de Geer, Sara 82 2010 Boosting for high-dimensional linear models. Zbl 1095.62077 Bühlmann, Peter 77 2006 Bootstraps for time series. Zbl 1013.62048 Bühlmann, Peter 66 2002 High-dimensional inference: confidence intervals, \(p\)-values and R-software hdi. Zbl 1426.62183 Dezeure, Ruben; Bühlmann, Peter; Meier, Lukas; Meinshausen, Nicolai 61 2015 Variable length Markov chains. Zbl 0983.62048 Bühlmann, Peter; Wyner, Abraham J. 60 1999 Estimating high-dimensional intervention effects from observational data. Zbl 1191.62118 Maathuis, Marloes H.; Kalisch, Markus; Bühlmann, Peter 43 2009 Block length selection in the bootstrap for time series. Zbl 1061.62528 Bühlmann, Peter; Künsch, Hans R. 43 1999 Survival ensembles. Zbl 1170.62385 Hothorn, Torsten; Bühlmann, Peter; Dudoit, Sandrine; Molinaro, Annette; Van der Laan, Mark J. 42 2006 Causal inference by using invariant prediction: identification and confidence intervals. With discussion and authors’ reply. Zbl 1414.62297 Peters, Jonas; Bühlmann, Peter; Meinshausen, Nicolai 42 2016 Estimation for high-dimensional linear mixed-effects models using \(\ell_1\)-penalization. Zbl 1246.62161 Schelldorfer, Jürg; Bühlmann, Peter; van de Geer, Sara 41 2011 Kernel-based tests for joint independence. Zbl 1381.62105 Pfister, Niklas; Bühlmann, Peter; Schölkopf, Bernhard; Peters, Jonas 39 2018 Blockwise bootstrapped empirical process for stationary sequences. Zbl 0806.62032 Bühlmann, Peter 39 1994 Identifiability of Gaussian structural equation models with equal error variances. Zbl 1285.62005 Peters, Jonas; Bühlmann, Peter 39 2014 High-dimensional simultaneous inference with the bootstrap. Zbl 06833591 Dezeure, Ruben; Bühlmann, Peter; Zhang, Cun-Hui 37 2017 The adaptive and the thresholded Lasso for potentially misspecified models (and a lower bound for the Lasso). Zbl 1274.62471 van de Geer, Sara; Bühlmann, Peter; Zhou, Shuheng 37 2011 Model-based boosting 2.0. Zbl 1242.68002 Hothorn, Torsten; Bühlmann, Peter; Kneib, Thomas; Schmid, Matthias; Hofner, Benjamin 34 2010 \(\ell_{0}\)-penalized maximum likelihood for sparse directed acyclic graphs. Zbl 1267.62037 van de Geer, Sara; Bühlmann, Peter 31 2013 Characterization and greedy learning of interventional Markov equivalence classes of directed acyclic graphs. Zbl 1433.68346 Hauser, Alain; Bühlmann, Peter 31 2012 Weak dependence beyond mixing and asymptotics for nonparametric regression. Zbl 1012.62037 Ango Nze, Patrick; Bühlmann, Peter; Doukhan, Paul 30 2002 Geometry of the faithfulness assumption in causal inference. Zbl 1267.62068 Uhler, Caroline; Raskutti, Garvesh; Bühlmann, Peter; Yu, Bin 28 2013 A new mixing notion and functional central limit theorems for a sieve bootstrap in time series. Zbl 0954.62102 Bickel, Peter J.; Bühlmann, Peter 27 1999 Sparse boosting. Zbl 1222.68155 Bühlmann, Peter; Yu, Bin 27 2006 Locally adaptive lag-window spectral estimation. Zbl 0854.62087 Bühlmann, Peter 25 1996 Sieve bootstrap for smoothing in nonstationary time series. Zbl 0934.62039 Bühlmann, Peter 24 1998 CAM: causal additive models, high-dimensional order search and penalized regression. Zbl 1309.62063 Bühlmann, Peter; Peters, Jonas; Ernest, Jan 24 2014 Variable selection in high-dimensional linear models: partially faithful distributions and the PC-simple algorithm. Zbl 1233.62135 Bühlmann, P.; Kalisch, M.; Maathuis, M. H. 24 2010 Moving-average representation of autoregressive approximations. Zbl 0847.60027 Bühlmann, Peter 23 1995 High-dimensional variable screening and bias in subsequent inference, with an empirical comparison. Zbl 1306.65035 Bühlmann, Peter; Mandozzi, Jacopo 23 2014 High-dimensional covariance estimation based on Gaussian graphical models. Zbl 1280.62065 Zhou, Shuheng; Rütimann, Philipp; Xu, Min; Bühlmann, Peter 20 2011 Finding predictive gene groups from microarray data. Zbl 1047.62103 Dettling, Marcel; Bühlmann, Peter 19 2004 High-dimensional learning of linear causal networks via inverse covariance estimation. Zbl 1318.68148 Loh, Po-Ling; Bühlmann, Peter 19 2014 Correlated variables in regression: clustering and sparse estimation. Zbl 1278.62103 Bühlmann, Peter; Rütimann, Philipp; van de Geer, Sara; Zhang, Cun-Hui 19 2013 An algorithm for nonparametric GARCH modelling. Zbl 1043.68108 Bühlmann, Peter; McNeil, Alexander J. 18 2002 Lower bounds for the number of false null hypotheses for multiple testing of associations under general dependence structures. Zbl 1151.62308 Meinshausen, Nicolai; Bühlmann, Peter 17 2005 Conditional transformation models. Zbl 1411.62100 Hothorn, Torsten; Kneib, Thomas; Bühlmann, Peter 17 2014 Low-order conditional independence graphs for inferring genetic networks. Zbl 1166.62374 Wille, Anja; Bühlmann, Peter 15 2006 Tree-structured generalized autoregressive conditional heteroscedastic models. Zbl 0986.62067 Audrino, Francesco; Bühlmann, Peter 15 2001 Missing values: sparse inverse covariance estimation and an extension to sparse regression. Zbl 1322.62115 Städler, Nicolas; Bühlmann, Peter 15 2012 High-dimensional inference in misspecified linear models. Zbl 1327.62420 Bühlmann, Peter; van de Geer, Sara 15 2015 The blockwise bootstrap for general empirical processes of stationary sequences. Zbl 0841.62036 Bühlmann, Peter 14 1995 Goodness-of-fit tests for high dimensional linear models. Zbl 06840459 Shah, Rajen D.; Bühlmann, Peter 14 2018 Stable graphical model estimation with random forests for discrete, continuous, and mixed variables. Zbl 1468.62053 Fellinghauer, Bernd; Bühlmann, Peter; Ryffel, Martin; von Rhein, Michael; Reinhardt, Jan D. 14 2013 Jointly interventional and observational data: estimation of interventional Markov equivalence classes of directed acyclic graphs. Zbl 1414.62021 Hauser, Alain; Bühlmann, Peter 13 2015 Invariance, causality and robustness. Zbl 07292527 Bühlmann, Peter 12 2020 Asymptotic optimality of the Westfall-Young permutation procedure for multiple testing under dependence. Zbl 1246.62124 Meinshausen, Nicolai; Maathuis, Marloes H.; Bühlmann, Peter 11 2011 Boosting for high-multivariate responses in high-dimensional linear regression. Zbl 1096.62057 Lutz, Roman Werner; Bühlmann, Peter 11 2006 Discussion: One-step sparse estimates in nonconcave penalized likelihood models. Zbl 1282.62096 Bühlmann, Peter; Meier, Lukas 10 2008 Anchor regression: heterogeneous data meet causality. Zbl 07555263 Rothenhäusler, Dominik; Meinshausen, Nicolai; Bühlmann, Peter; Peters, Jonas 10 2021 High dimensional sparse covariance estimation via directed acyclic graphs. Zbl 1326.62124 Rütimann, Philipp; Bühlmann, Peter 10 2009 The blockwise bootstrap for general parameters of a stationary time series. Zbl 0820.62078 Bühlmann, Peter; Künsch, Hans R. 9 1995 Sieve bootstrap with variable-length Markov chains for stationary categorical time series. (With comments and rejoinder). Zbl 1073.62551 Bühlmann, Peter 9 2002 Maximin effects in inhomogeneous large-scale data. Zbl 1317.62059 Meinshausen, Nicolai; Bühlmann, Peter 9 2015 Statistics for big data: a perspective. Zbl 1489.62407 Bühlmann, Peter; van de Geer, Sara 9 2018 Smoothing \(\ell_1\)-penalized estimators for high-dimensional time-course data. Zbl 1140.62054 Meier, Lukas; Bühlmann, Peter 8 2007 Closure of linear processes. Zbl 0890.60033 Bickel, Peter J.; Bühlmann, Peter 8 1997 Invariant causal prediction for sequential data. Zbl 1428.62415 Pfister, Niklas; Bühlmann, Peter; Peters, Jonas 8 2019 Goodness-of-fit testing in high dimensional generalized linear models. Zbl 07554773 Janková, Jana; Shah, Rajen D.; Bühlmann, Peter; Samworth, Richard J. 8 2020 Causal Dantzig: fast inference in linear structural equation models with hidden variables under additive interventions. Zbl 1420.62309 Rothenhäusler, Dominik; Bühlmann, Peter; Meinshausen, Nicolai 7 2019 Splines for financial volatility. Zbl 1250.91103 Audrino, Francesco; Bühlmann, Peter 6 2009 Robustified \(L_2\) boosting. Zbl 1452.62503 Lutz, Roman Werner; Kalisch, Markus; Bühlmann, Peter 6 2008 Most likely transformations. Zbl 1421.62141 Hothorn, Torsten; Möst, Lisa; Bühlmann, Peter 6 2018 Model selection for variable length Markov chains and tuning the context algorithm. Zbl 0997.62060 Bühlmann, Peter 6 2000 What is a linear process? Zbl 0863.62074 Bickel, Peter J.; Bühlmann, Peter 6 1996 Structural intervention distance for evaluating causal graphs. Zbl 1414.05094 Peters, Jonas; Bühlmann, Peter 6 2015 Hypersurfaces and their singularities in partial correlation testing. Zbl 1308.62110 Lin, Shaowei; Uhler, Caroline; Sturmfels, Bernd; Bühlmann, Peter 5 2014 Two optimal strategies for active learning of causal models from interventional data. Zbl 1390.68530 Hauser, Alain; Bühlmann, Peter 5 2014 Handbook of big data. Zbl 1416.62002 5 2016 Pattern alternating maximization algorithm for missing data in high-dimensional problems. Zbl 1319.62114 Städler, Nicolas; Stekhoven, Daniel J.; Bühlmann, Peter 4 2014 Causal statistical inference in high dimensions. Zbl 1339.62001 Bühlmann, Peter 4 2013 Group inference in high dimensions with applications to hierarchical testing. Zbl 1493.62424 Guo, Zijian; Renaux, Claude; Bühlmann, Peter; Cai, Tony 4 2021 Hierarchical inference for genome-wide association studies: a view on methodology with software. Zbl 1505.62334 Renaux, Claude; Buzdugan, Laura; Kalisch, Markus; Bühlmann, Peter 4 2020 Spectral deconfounding via perturbed sparse linear models. Zbl 07306913 Ćevid, Domagoj; Bühlmann, Peter; Meinshausen, Nicolai 4 2020 Rejoinder: Boosting algorithms: regularization, prediction and model fitting. Zbl 1246.62164 Bühlmann, Peter; Hothorn, Torsten 3 2007 Rejoinder to the comments on: \(\ell _{1}\)-penalization for mixture regression models. Zbl 1203.62129 Städler, Nicolas; Bühlmann, Peter; Van de Geer, Sara 3 2010 Discussion: “A significance test for the lasso”. Zbl 1305.62248 Bühlmann, Peter; Meier, Lukas; van de Geer, Sara 3 2014 Distributional equivalence and structure learning for bow-free acyclic path diagrams. Zbl 1384.62209 Nowzohour, Christopher; Maathuis, Marloes H.; Evans, Robin J.; Bühlmann, Peter 3 2017 Score-based causal learning in additive noise models. Zbl 1360.62135 Nowzohour, Christopher; Bühlmann, Peter 3 2016 Seeded binary segmentation: a general methodology for fast and optimal changepoint detection. Zbl 07658484 Kovács, S.; Bühlmann, P.; Li, H.; Munk, A. 3 2023 Marginal integration for nonparametric causal inference. Zbl 1330.62171 Ernest, Jan; Bühlmann, Peter 2 2015 Discussion of big Bayes stories and BayesBag. Zbl 1332.62086 Bühlmann, Peter 2 2014 Decomposition and model selection for large contingency tables. Zbl 1207.62126 Dahinden, Corinne; Kalisch, Markus; Bühlmann, Peter 2 2010 Multicarving for high-dimensional post-selection inference. Zbl 1471.62423 Schultheiss, Christoph; Renaux, Claude; Bühlmann, Peter 2 2021 Robustifying independent component analysis by adjusting for group-wise stationary noise. Zbl 1446.62172 Pfister, Niklas; Weichwald, Sebastian; Bühlmann, Peter; Schölkopf, Bernhard 2 2019 Causal inference in partially linear structural equation models. Zbl 1408.62077 Rothenhäusler, Dominik; Ernest, Jan; Bühlmann, Peter 2 2018 Boosting algorithms: with an application to bootstrapping multivariate time series. Zbl 1119.62049 Bühlmann, Peter; Lutz, Roman W. 1 2006 Seeded binary segmentation: a general methodology for fast and optimal changepoint detection. Zbl 07658484 Kovács, S.; Bühlmann, P.; Li, H.; Munk, A. 3 2023 Doubly debiased Lasso: high-dimensional inference under hidden confounding. Zbl 07547932 Guo, Zijian; Ćevid, Domagoj; Bühlmann, Peter 1 2022 Anchor regression: heterogeneous data meet causality. Zbl 07555263 Rothenhäusler, Dominik; Meinshausen, Nicolai; Bühlmann, Peter; Peters, Jonas 10 2021 Group inference in high dimensions with applications to hierarchical testing. Zbl 1493.62424 Guo, Zijian; Renaux, Claude; Bühlmann, Peter; Cai, Tony 4 2021 Multicarving for high-dimensional post-selection inference. Zbl 1471.62423 Schultheiss, Christoph; Renaux, Claude; Bühlmann, Peter 2 2021 Domain adaptation under structural causal models. Zbl 07626776 Chen, Yuansi; Bühlmann, Peter 1 2021 Regularizing double machine learning in partially linear endogenous models. Zbl 1498.62086 Emmenegger, Corinne; Bühlmann, Peter 1 2021 Change-point detection for graphical models in the presence of missing values. Zbl 07499916 Londschien, Malte; Kovács, Solt; Bühlmann, Peter 1 2021 Invariance, causality and robustness. Zbl 07292527 Bühlmann, Peter 12 2020 Goodness-of-fit testing in high dimensional generalized linear models. Zbl 07554773 Janková, Jana; Shah, Rajen D.; Bühlmann, Peter; Samworth, Richard J. 8 2020 Hierarchical inference for genome-wide association studies: a view on methodology with software. Zbl 1505.62334 Renaux, Claude; Buzdugan, Laura; Kalisch, Markus; Bühlmann, Peter 4 2020 Spectral deconfounding via perturbed sparse linear models. Zbl 07306913 Ćevid, Domagoj; Bühlmann, Peter; Meinshausen, Nicolai 4 2020 Deconfounding and causal regularisation for stability and external validity. Zbl 07778692 Bühlmann, Peter; Ćevid, Domagoj 1 2020 A look at robustness and stability of \(\ell_1\)-versus \(\ell_0\)-regularization: discussion of papers by Bertsimas et al. and Hastie et al. Zbl 07307191 Chen, Yuansi; Taeb, Armeen; Bühlmann, Peter 1 2020 Invariant causal prediction for sequential data. Zbl 1428.62415 Pfister, Niklas; Bühlmann, Peter; Peters, Jonas 8 2019 Causal Dantzig: fast inference in linear structural equation models with hidden variables under additive interventions. Zbl 1420.62309 Rothenhäusler, Dominik; Bühlmann, Peter; Meinshausen, Nicolai 7 2019 Robustifying independent component analysis by adjusting for group-wise stationary noise. Zbl 1446.62172 Pfister, Niklas; Weichwald, Sebastian; Bühlmann, Peter; Schölkopf, Bernhard 2 2019 Kernel-based tests for joint independence. Zbl 1381.62105 Pfister, Niklas; Bühlmann, Peter; Schölkopf, Bernhard; Peters, Jonas 39 2018 Goodness-of-fit tests for high dimensional linear models. Zbl 06840459 Shah, Rajen D.; Bühlmann, Peter 14 2018 Statistics for big data: a perspective. Zbl 1489.62407 Bühlmann, Peter; van de Geer, Sara 9 2018 Most likely transformations. Zbl 1421.62141 Hothorn, Torsten; Möst, Lisa; Bühlmann, Peter 6 2018 Causal inference in partially linear structural equation models. Zbl 1408.62077 Rothenhäusler, Dominik; Ernest, Jan; Bühlmann, Peter 2 2018 High-dimensional simultaneous inference with the bootstrap. Zbl 06833591 Dezeure, Ruben; Bühlmann, Peter; Zhang, Cun-Hui 37 2017 Distributional equivalence and structure learning for bow-free acyclic path diagrams. Zbl 1384.62209 Nowzohour, Christopher; Maathuis, Marloes H.; Evans, Robin J.; Bühlmann, Peter 3 2017 High-dimensional statistics, with applications to genome-wide association studies. Zbl 1381.62094 Bühlmann, Peter 1 2017 Causal inference by using invariant prediction: identification and confidence intervals. With discussion and authors’ reply. Zbl 1414.62297 Peters, Jonas; Bühlmann, Peter; Meinshausen, Nicolai 42 2016 Handbook of big data. Zbl 1416.62002 5 2016 Score-based causal learning in additive noise models. Zbl 1360.62135 Nowzohour, Christopher; Bühlmann, Peter 3 2016 Some themes in high-dimensional statistics. Zbl 1384.62165 Frigessi, Arnoldo; Bühlmann, Peter; Glad, Ingrid K.; Richardson, Sylvia; Vannucci, Marina 1 2016 Confidence intervals for maximin effects in inhomogeneous large-scale data. Zbl 1384.62110 Rothenhäusler, Dominik; Meinshausen, Nicolai; Bühlmann, Peter 1 2016 Partial least squares for heterogeneous data. Zbl 1366.62131 Bühlmann, Peter 1 2016 High-dimensional inference: confidence intervals, \(p\)-values and R-software hdi. Zbl 1426.62183 Dezeure, Ruben; Bühlmann, Peter; Meier, Lukas; Meinshausen, Nicolai 61 2015 High-dimensional inference in misspecified linear models. Zbl 1327.62420 Bühlmann, Peter; van de Geer, Sara 15 2015 Jointly interventional and observational data: estimation of interventional Markov equivalence classes of directed acyclic graphs. Zbl 1414.62021 Hauser, Alain; Bühlmann, Peter 13 2015 Maximin effects in inhomogeneous large-scale data. Zbl 1317.62059 Meinshausen, Nicolai; Bühlmann, Peter 9 2015 Structural intervention distance for evaluating causal graphs. Zbl 1414.05094 Peters, Jonas; Bühlmann, Peter 6 2015 Marginal integration for nonparametric causal inference. Zbl 1330.62171 Ernest, Jan; Bühlmann, Peter 2 2015 On asymptotically optimal confidence regions and tests for high-dimensional models. Zbl 1305.62259 van de Geer, Sara; Bühlmann, Peter; Ritov, Ya’acov; Dezeure, Ruben 313 2014 Identifiability of Gaussian structural equation models with equal error variances. Zbl 1285.62005 Peters, Jonas; Bühlmann, Peter 39 2014 CAM: causal additive models, high-dimensional order search and penalized regression. Zbl 1309.62063 Bühlmann, Peter; Peters, Jonas; Ernest, Jan 24 2014 High-dimensional variable screening and bias in subsequent inference, with an empirical comparison. Zbl 1306.65035 Bühlmann, Peter; Mandozzi, Jacopo 23 2014 High-dimensional learning of linear causal networks via inverse covariance estimation. Zbl 1318.68148 Loh, Po-Ling; Bühlmann, Peter 19 2014 Conditional transformation models. Zbl 1411.62100 Hothorn, Torsten; Kneib, Thomas; Bühlmann, Peter 17 2014 Hypersurfaces and their singularities in partial correlation testing. Zbl 1308.62110 Lin, Shaowei; Uhler, Caroline; Sturmfels, Bernd; Bühlmann, Peter 5 2014 Two optimal strategies for active learning of causal models from interventional data. Zbl 1390.68530 Hauser, Alain; Bühlmann, Peter 5 2014 Pattern alternating maximization algorithm for missing data in high-dimensional problems. Zbl 1319.62114 Städler, Nicolas; Stekhoven, Daniel J.; Bühlmann, Peter 4 2014 Discussion: “A significance test for the lasso”. Zbl 1305.62248 Bühlmann, Peter; Meier, Lukas; van de Geer, Sara 3 2014 Discussion of big Bayes stories and BayesBag. Zbl 1332.62086 Bühlmann, Peter 2 2014 Statistical significance in high-dimensional linear models. Zbl 1273.62173 Bühlmann, Peter 83 2013 \(\ell_{0}\)-penalized maximum likelihood for sparse directed acyclic graphs. Zbl 1267.62037 van de Geer, Sara; Bühlmann, Peter 31 2013 Geometry of the faithfulness assumption in causal inference. Zbl 1267.62068 Uhler, Caroline; Raskutti, Garvesh; Bühlmann, Peter; Yu, Bin 28 2013 Correlated variables in regression: clustering and sparse estimation. Zbl 1278.62103 Bühlmann, Peter; Rütimann, Philipp; van de Geer, Sara; Zhang, Cun-Hui 19 2013 Stable graphical model estimation with random forests for discrete, continuous, and mixed variables. Zbl 1468.62053 Fellinghauer, Bernd; Bühlmann, Peter; Ryffel, Martin; von Rhein, Michael; Reinhardt, Jan D. 14 2013 Causal statistical inference in high dimensions. Zbl 1339.62001 Bühlmann, Peter 4 2013 Characterization and greedy learning of interventional Markov equivalence classes of directed acyclic graphs. Zbl 1433.68346 Hauser, Alain; Bühlmann, Peter 31 2012 Missing values: sparse inverse covariance estimation and an extension to sparse regression. Zbl 1322.62115 Städler, Nicolas; Bühlmann, Peter 15 2012 Statistics for high-dimensional data. Methods, theory and applications. Zbl 1273.62015 Bühlmann, Peter; van de Geer, Sara 564 2011 Estimation for high-dimensional linear mixed-effects models using \(\ell_1\)-penalization. Zbl 1246.62161 Schelldorfer, Jürg; Bühlmann, Peter; van de Geer, Sara 41 2011 The adaptive and the thresholded Lasso for potentially misspecified models (and a lower bound for the Lasso). Zbl 1274.62471 van de Geer, Sara; Bühlmann, Peter; Zhou, Shuheng 37 2011 High-dimensional covariance estimation based on Gaussian graphical models. Zbl 1280.62065 Zhou, Shuheng; Rütimann, Philipp; Xu, Min; Bühlmann, Peter 20 2011 Asymptotic optimality of the Westfall-Young permutation procedure for multiple testing under dependence. Zbl 1246.62124 Meinshausen, Nicolai; Maathuis, Marloes H.; Bühlmann, Peter 11 2011 Stability selection. With discussion and authors’ reply. Zbl 1411.62142 Meinshausen, Nicolai; Bühlmann, Peter 186 2010 \(\ell_{1}\)-penalization for mixture regression models. Zbl 1203.62128 Städler, Nicolas; Bühlmann, Peter; Van de Geer, Sara 82 2010 Model-based boosting 2.0. Zbl 1242.68002 Hothorn, Torsten; Bühlmann, Peter; Kneib, Thomas; Schmid, Matthias; Hofner, Benjamin 34 2010 Variable selection in high-dimensional linear models: partially faithful distributions and the PC-simple algorithm. Zbl 1233.62135 Bühlmann, P.; Kalisch, M.; Maathuis, M. H. 24 2010 Rejoinder to the comments on: \(\ell _{1}\)-penalization for mixture regression models. Zbl 1203.62129 Städler, Nicolas; Bühlmann, Peter; Van de Geer, Sara 3 2010 Decomposition and model selection for large contingency tables. Zbl 1207.62126 Dahinden, Corinne; Kalisch, Markus; Bühlmann, Peter 2 2010 On the conditions used to prove oracle results for the Lasso. Zbl 1327.62425 van de Geer, Sara A.; Bühlmann, Peter 184 2009 High-dimensional additive modeling. Zbl 1360.62186 Meier, Lukas; van de Geer, Sara; Bühlmann, Peter 144 2009 \(p\)-values for high-dimensional regression. Zbl 1205.62089 Meinshausen, Nicolai; Meier, Lukas; Bühlmann, Peter 108 2009 Estimating high-dimensional intervention effects from observational data. Zbl 1191.62118 Maathuis, Marloes H.; Kalisch, Markus; Bühlmann, Peter 43 2009 High dimensional sparse covariance estimation via directed acyclic graphs. Zbl 1326.62124 Rütimann, Philipp; Bühlmann, Peter 10 2009 Splines for financial volatility. Zbl 1250.91103 Audrino, Francesco; Bühlmann, Peter 6 2009 Sure independence screening for ultrahigh dimensional feature space. With discussion and authors’ reply. Zbl 1411.62187 Fan, Jianqing; Lv, Jinchi 540 2008 The group Lasso for logistic regression. Zbl 1400.62276 Meier, Lukas; van de Geer, Sara; Bühlmann, Peter 258 2008 Discussion: One-step sparse estimates in nonconcave penalized likelihood models. Zbl 1282.62096 Bühlmann, Peter; Meier, Lukas 10 2008 Robustified \(L_2\) boosting. Zbl 1452.62503 Lutz, Roman Werner; Kalisch, Markus; Bühlmann, Peter 6 2008 Boosting algorithms: regularization, prediction and model fitting. Zbl 1246.62163 Bühlmann, Peter; Hothorn, Torsten 125 2007 Estimating high-dimensional directed acyclic graphs with the PC-algorithm. Zbl 1222.68229 Kalisch, Markus; Bühlmann, Peter 91 2007 Smoothing \(\ell_1\)-penalized estimators for high-dimensional time-course data. Zbl 1140.62054 Meier, Lukas; Bühlmann, Peter 8 2007 Rejoinder: Boosting algorithms: regularization, prediction and model fitting. Zbl 1246.62164 Bühlmann, Peter; Hothorn, Torsten 3 2007 High-dimensional graphs and variable selection with the Lasso. Zbl 1113.62082 Meinshausen, Nicolai; Bühlmann, Peter 707 2006 Boosting for high-dimensional linear models. Zbl 1095.62077 Bühlmann, Peter 77 2006 Survival ensembles. Zbl 1170.62385 Hothorn, Torsten; Bühlmann, Peter; Dudoit, Sandrine; Molinaro, Annette; Van der Laan, Mark J. 42 2006 Sparse boosting. Zbl 1222.68155 Bühlmann, Peter; Yu, Bin 27 2006 Low-order conditional independence graphs for inferring genetic networks. Zbl 1166.62374 Wille, Anja; Bühlmann, Peter 15 2006 Boosting for high-multivariate responses in high-dimensional linear regression. Zbl 1096.62057 Lutz, Roman Werner; Bühlmann, Peter 11 2006 Boosting algorithms: with an application to bootstrapping multivariate time series. Zbl 1119.62049 Bühlmann, Peter; Lutz, Roman W. 1 2006 Lower bounds for the number of false null hypotheses for multiple testing of associations under general dependence structures. Zbl 1151.62308 Meinshausen, Nicolai; Bühlmann, Peter 17 2005 Finding predictive gene groups from microarray data. Zbl 1047.62103 Dettling, Marcel; Bühlmann, Peter 19 2004 Discussion on boosting papers. Zbl 1105.62310 Bühlmann, Peter; Yu, Bin 1 2004 Boosting with the \(L_ 2\) loss: Regression and classification. Zbl 1041.62029 Bühlmann, Peter; Yu, Bin 150 2003 Analyzing bagging. Zbl 1029.62037 Bühlmann, Peter; Yu, Bin 101 2002 Bootstraps for time series. Zbl 1013.62048 Bühlmann, Peter 66 2002 Weak dependence beyond mixing and asymptotics for nonparametric regression. Zbl 1012.62037 Ango Nze, Patrick; Bühlmann, Peter; Doukhan, Paul 30 2002 An algorithm for nonparametric GARCH modelling. Zbl 1043.68108 Bühlmann, Peter; McNeil, Alexander J. 18 2002 Sieve bootstrap with variable-length Markov chains for stationary categorical time series. (With comments and rejoinder). Zbl 1073.62551 Bühlmann, Peter 9 2002 Tree-structured generalized autoregressive conditional heteroscedastic models. Zbl 0986.62067 Audrino, Francesco; Bühlmann, Peter 15 2001 Model selection for variable length Markov chains and tuning the context algorithm. Zbl 0997.62060 Bühlmann, Peter 6 2000 Variable length Markov chains. Zbl 0983.62048 Bühlmann, Peter; Wyner, Abraham J. 60 1999 ...and 11 more Documents all cited Publications top 5 cited Publications all top 5 Cited by 4,759 Authors 77 Bühlmann, Peter 33 Van de Geer, Sara Anna 32 Fan, Jianqing 32 Huang, Jian 30 Tutz, Gerhard E. 23 Liu, Han 22 Lian, Heng 22 Ma, Shuangge 21 Li, Runze 19 Liu, Yufeng 19 Meinshausen, Nicolai 19 Politis, Dimitris Nicolas 18 Tsybakov, Alexandre B. 17 Hothorn, Torsten 17 Kneib, Thomas 17 Lahiri, Soumendra Nath 16 Zhang, Cun-Hui 15 Cai, Tony Tony 14 Bradic, Jelena 14 Candès, Emmanuel J. 14 Shojaie, Ali 14 Wainwright, Martin J. 14 Zheng, Zemin 13 Claeskens, Gerda 13 Yu, Bin 13 Zou, Hui 12 Ghosal, Subhashis 12 Li, Hongzhe 12 Wasserman, Larry Alan 12 Zhu, Ji 11 Doukhan, Paul 11 Kreiß, Jens-Peter 11 Lecué, Guillaume 11 Li, Lexin 11 Lv, Jinchi 11 Peters, Jonas 11 Tibshirani, Robert John 11 Verzelen, Nicolas 10 Ahmed, Syed Ejaz 10 Alonso, Andrés M. 10 Linton, Oliver Bruce 10 Michailidis, George C. 10 Samworth, Richard J. 10 Vieu, Philippe 10 Wu, Wei Biao 10 Zhang, Qingzhao 10 Zhang, Tong 10 Zhang, Xinsheng 9 Baladandayuthapani, Veerabhadran 9 Boulesteix, Anne-Laure Isabeau 9 Castelletti, Federico 9 Corander, Jukka 9 Dalalyan, Arnak S. 9 Drton, Mathias 9 Jiao, Yuling 9 Medeiros, Marcelo C. 9 Paparoditis, Efstathios 9 Peña, Daniel 9 Seo, Myunghwan 9 Shen, Xiaotong 9 Zhu, Lixing 8 Bertsimas, Dimitris John 8 Bickel, Peter John 8 Chen, Zehua 8 Chernozhukov, Victor 8 Consonni, Guido 8 Cui, Hengjian 8 Fan, Yingying 8 Gel, Yulia R. 8 Goeman, Jelle J. 8 Greven, Sonja 8 Groll, Andreas 8 Guo, Zijian 8 Hastie, Trevor John 8 Hofner, Benjamin 8 Honda, Toshio 8 Kock, Anders Bredahl 8 Kolar, Mladen 8 Kosorok, Michael R. 8 Li, Yang 8 Liao, Yuan 8 Liu, Yanyan 8 Psaradakis, Zacharias 8 Raskutti, Garvesh 8 Schmid, Matthias 8 Shah, Rajen Dinesh 7 Alquier, Pierre 7 Aneiros-Pérez, Germán 7 Audrino, Francesco 7 Bodnar, Taras 7 Bunea, Florentina 7 Cao, Xuan 7 Chandrasekaran, Venkat 7 Chen, Li-Pang 7 Cheng, Guang 7 Fang, Kuangnan 7 Feng, Yang 7 Hwang, Eunju 7 Jeng, X. 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