Peter Bühlmann

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Sara van de GeerProfessor Mathematics, ETH ZurichVerified email at stat.math.ethz.ch
Nicolai MeinshausenProfessor of Statistics, ETH ZurichVerified email at stat.math.ethz.ch
Markus KalischETH ZürichVerified email at stat.math.ethz.ch
Torsten HothornVerified email at R-project.org
Bin YUProfessor of Statistics and EECS, UC BerkeleyVerified email at stat.berkeley.edu
Jonas PetersProfessor of Statistics, ETH ZurichVerified email at stat.math.ethz.ch
Lukas MeierETH ZürichVerified email at stat.math.ethz.ch
Wilhelm GruissemETH ZurichVerified email at ethz.ch
Lars HennigProfessor in Genetics, Swedish Agricultural University, UppsalaVerified email at slu.se
Marcel DettlingZurich University of Applied SciencesVerified email at zhaw.ch
Philip ZimmermannVP Business Development EuropeVerified email at nebion.com
Stefan BleulerNebion AGVerified email at bleuler.com
Eckart ZitzlerHead of Research, Lucerne University of Applied Sciences and ArtsVerified email at eckartzitzler.com
Thomas KneibChair of Statistics, Georg-August-University GöttingenVerified email at uni-goettingen.de
Mark van der LaanJiann-Ping Hsu/Karl E. Peace Professor of Biostatistics & Statistics, University of California BerkeleyVerified email at berkeley.edu
Lothar ThieleProfessor of Computer Engineering, ETH ZurichVerified email at ethz.ch
Martin MächlerAdjunct Professor, ETH ZurichVerified email at stat.math.ethz.ch
Niklas PfisterAssociate Professor, University of CopenhagenVerified email at math.ku.dk
Dominik RothenhäuslerStanford UniversityVerified email at stanford.edu
Ya'acov RitovUniversity of MichiganVerified email at umich.edu

Peter Bühlmann

Professor of Statistics and Mathematics, ETH Zurich

Verified email at stat.math.ethz.ch

Statistics Statistical Machine Learning Causality Causal Inference Computational Biology


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MissForest—non-parametric missing value imputation for mixed-type data DJ Stekhoven, P Bühlmann Bioinformatics 28 (1), 112-118, 2012	5225	2012
High-dimensional graphs and variable selection with the lasso N Meinshausen, P Bühlmann	4765	2006
Statistics for high-dimensional data P Bühlmann, S Van De Geer Springerverlag Berlin Heidelberg, 2011	3783*	2011
Stability selection N Meinshausen, P Bühlmann Journal of the Royal Statistical Society Series B: Statistical Methodology …, 2010	3070	2010
The group lasso for logistic regression L Meier, S Van De Geer, P Bühlmann Journal of the Royal Statistical Society Series B: Statistical Methodology …, 2008	2162	2008
One-step sparse estimates in nonconcave penalized likelihood models H Zou, R Li Annals of statistics 36 (4), 1509, 2008	1506	2008
On asymptotically optimal confidence regions and tests for high-dimensional models S Van de Geer, P Bühlmann, Y Ritov, R Dezeure	1446	2014
Boosting algorithms: Regularization, prediction and model fitting P Bühlmann, T Hothorn	1356	2007
Boosting With the L₂ Loss: Regression and Classification P Bühlmann, B Yu Journal of the American Statistical Association 98 (462), 324-339, 2003	1254	2003
A systematic comparison and evaluation of biclustering methods for gene expression data A Prelić, S Bleuler, P Zimmermann, A Wille, P Bühlmann, W Gruissem, ... Bioinformatics 22 (9), 1122-1129, 2006	1239	2006
Analyzing bagging P Bühlmann, B Yu Annals of Statistics, 927-961, 2002	1190	2002
Estimating high-dimensional directed acyclic graphs with the PC-algorithm. M Kalisch, P Bühlman Journal of Machine Learning Research 8 (3), 2007	1151	2007
Causal inference by using invariant prediction: identification and confidence intervals J Peters, P Bühlmann, N Meinshausen Journal of the Royal Statistical Society Series B: Statistical Methodology …, 2016	1121	2016
Survival ensembles T Hothorn, P Bühlmann, S Dudoit, A Molinaro, MJ Van Der Laan Biostatistics 7 (3), 355-373, 2006	1015	2006
Analyzing gene expression data in terms of gene sets: methodological issues JJ Goeman, P Bühlmann Bioinformatics 23 (8), 980-987, 2007	1014	2007
On the conditions used to prove oracle results for the Lasso SA Van De Geer, P Bühlmann	882	2009
Causal inference using graphical models with the R package pcalg M Kalisch, M Mächler, D Colombo, MH Maathuis, P Bühlmann Journal of statistical software 47, 1-26, 2012	797	2012
Sieve bootstrap for time series P Bühlmann	607	1997
Variable length Markov chains P Bühlmann, AJ Wyner The Annals of Statistics 27 (2), 480-513, 1999	593	1999
High-dimensional additive modeling L Meier, S Van de Geer, P Bühlmann	566	2009

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