Edit Profile (opens in new tab) Boulesteix, Anne-Laure Isabeau Compute Distance To: Compute Author ID: boulesteix.anne-laure-isabeau Published as: Boulesteix, Anne-Laure; Boulesteix, Anne-Laure Isabeau; Boulesteix, A.-L. more...less External Links: MGP Documents Indexed: 34 Publications since 2004, including 1 Book Co-Authors: 38 Co-Authors with 28 Joint Publications 374 Co-Co-Authors all top 5 Co-Authors 6 single-authored 6 Janitza, Silke 5 De Bin, Riccardo 5 Sauerbrei, Willi 4 Hornung, Roman 3 Binder, Harald 3 Bischl, Bernd 3 Probst, Philipp 3 Strobl, Carolin 2 Augustin, Thomas 2 Bernau, Christoph 2 Fuchs, Mathias 2 Schmid, Matthias 2 Tutz, Gerhard E. 1 Abrahamowicz, Michal 1 Buchholz, Anika 1 Busen, Hannah 1 Casalicchio, Giuseppe 1 Celik, Ender 1 Ellenbach, Nicole 1 Guillemot, Vincent 1 Hampel, Regina 1 Hapfelmeier, Alexander 1 Hoffmann, Sabine 1 Hösel, Volker 1 Jiang, Xiaoyu 1 Klau, Simon 1 Kondylis, Athanassios 1 Krämer, Nicole 1 Kun, David 1 Liebscher, Volkmar 1 Martin-Magniette, Marie-Laure 1 Rospleszcz, Susanne 1 Seibold, Heidi 1 Unger, Kristian 1 van Wieringen, Wessel N. 1 Wagenpfeil, Stefan 1 Weidinger, Stefan 1 Wichmann, Heinz-Erich all top 5 Serials 10 Biometrical Journal 7 Computational Statistics and Data Analysis 3 Biometrics 2 Journal of Machine Learning Research (JMLR) 2 Statistical Applications in Genetics and Molecular Biology 1 Journal of Statistical Planning and Inference 1 Journal of Classification 1 Computational Statistics 1 Test 1 International Journal of Pure and Applied Mathematics 1 Journal of Concrete and Applicable Mathematics 1 Advances in Data Analysis and Classification. ADAC 1 Computational & Mathematical Methods in Medicine all top 5 Fields 34 Statistics (62-XX) 7 Biology and other natural sciences (92-XX) 6 Computer science (68-XX) 3 Numerical analysis (65-XX) 1 Combinatorics (05-XX) 1 Probability theory and stochastic processes (60-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 20 Publications have been cited 126 times in 107 Documents Cited by ▼ Year ▼ Unbiased split selection for classification trees based on the Gini index. Zbl 1452.62469Strobl, Carolin; Boulesteix, Anne-Laure; Augustin, Thomas 26 2007 Survival prediction using gene expression data: a review and comparison. Zbl 1453.62225van Wieringen, Wessel N.; Kun, David; Hampel, Regina; Boulesteix, Anne-Laure 15 2009 On stability issues in deriving multivariable regression models. Zbl 1329.62035Sauerbrei, Willi; Buchholz, Anika; Boulesteix, Anne-Laure; Binder, Harald 10 2015 Subsampling versus bootstrapping in resampling-based model selection for multivariable regression. Zbl 1393.62059De Bin, Riccardo; Janitza, Silke; Sauerbrei, Willi; Boulesteix, Anne-Laure 8 2016 P{LS} dimension reduction for classification with microarray data. Zbl 1086.62119Boulesteix, Anne-Laure 8 2004 Tunability: importance of hyperparameters of machine learning algorithms. Zbl 1485.68226Probst, Philipp; Boulesteix, Anne-Laure; Bischl, Bernd 8 2019 Pitfalls of hypothesis tests and model selection on bootstrap samples: causes and consequences in biometrical applications. Zbl 1386.62053Janitza, Silke; Binder, Harald; Boulesteix, Anne-Laure 7 2016 To tune or not to tune the number of trees in random forest. Zbl 1468.68164Probst, Philipp; Boulesteix, Anne-Laure 7 2018 IPF-LASSO: integrative \(L_1\)-penalized regression with penalty factors for prediction based on multi-omics data. Zbl 1370.92016Boulesteix, Anne-Laure; De Bin, Riccardo; Jiang, Xiaoyu; Fuchs, Mathias 6 2017 Machine learning versus statistical modeling. Zbl 1441.62290Boulesteix, Anne-Laure; Schmid, Matthias 5 2014 Random forest for ordinal responses: prediction and variable selection. Zbl 1468.62089Janitza, Silke; Tutz, Gerhard; Boulesteix, Anne-Laure 5 2016 A computationally fast variable importance test for random forests for high-dimensional data. Zbl 1416.62606Janitza, Silke; Celik, Ender; Boulesteix, Anne-Laure 4 2018 Multiple testing for SNP-SNP interactions. Zbl 1276.92083Boulesteix, Anne-Laure; Strobl, Carolin; Weidinger, Stefan; Wichmann, H.-Erich; Wagenpfeil, Stefan 3 2007 Correcting the optimal resampling-based error rate by estimating the error rate of wrapper algorithms. Zbl 1429.62234Bernau, Christoph; Augustin, Thomas; Boulesteix, Anne-Laure 3 2013 On the choice and influence of the number of boosting steps for high-dimensional linear Cox-models. Zbl 1417.65056Seibold, Heidi; Bernau, Christoph; Boulesteix, Anne-Laure; De Bin, Riccardo 3 2018 Categorical variables with many categories are preferentially selected in bootstrap-based model selection procedures for multivariable regression models. Zbl 1386.62063Rospleszcz, Susanne; Janitza, Silke; Boulesteix, Anne-Laure 2 2016 Maximally selected chi-squared statistics and non-monotonic associations: an exact approach based on two cutpoints. Zbl 1445.62263Boulesteix, Anne-Laure; Strobl, Carolin 2 2007 Identification of interaction patterns and classification with applications to microarray data. Zbl 1431.62260Boulesteix, Anne-Laure; Tutz, Gerhard 2 2006 Letter to the editor: On the necessity and design of studies comparing statistical methods. Zbl 1383.62019Boulesteix, Anne-Laure; Binder, Harald; Abrahamowicz, Michal; Sauerbrei, Willi 1 2018 Detection of influential points as a byproduct of resampling-based variable selection procedures. Zbl 1466.62054De Bin, Riccardo; Boulesteix, Anne-Laure; Sauerbrei, Willi 1 2017 Tunability: importance of hyperparameters of machine learning algorithms. Zbl 1485.68226Probst, Philipp; Boulesteix, Anne-Laure; Bischl, Bernd 8 2019 To tune or not to tune the number of trees in random forest. Zbl 1468.68164Probst, Philipp; Boulesteix, Anne-Laure 7 2018 A computationally fast variable importance test for random forests for high-dimensional data. Zbl 1416.62606Janitza, Silke; Celik, Ender; Boulesteix, Anne-Laure 4 2018 On the choice and influence of the number of boosting steps for high-dimensional linear Cox-models. Zbl 1417.65056Seibold, Heidi; Bernau, Christoph; Boulesteix, Anne-Laure; De Bin, Riccardo 3 2018 Letter to the editor: On the necessity and design of studies comparing statistical methods. Zbl 1383.62019Boulesteix, Anne-Laure; Binder, Harald; Abrahamowicz, Michal; Sauerbrei, Willi 1 2018 IPF-LASSO: integrative \(L_1\)-penalized regression with penalty factors for prediction based on multi-omics data. Zbl 1370.92016Boulesteix, Anne-Laure; De Bin, Riccardo; Jiang, Xiaoyu; Fuchs, Mathias 6 2017 Detection of influential points as a byproduct of resampling-based variable selection procedures. Zbl 1466.62054De Bin, Riccardo; Boulesteix, Anne-Laure; Sauerbrei, Willi 1 2017 Subsampling versus bootstrapping in resampling-based model selection for multivariable regression. Zbl 1393.62059De Bin, Riccardo; Janitza, Silke; Sauerbrei, Willi; Boulesteix, Anne-Laure 8 2016 Pitfalls of hypothesis tests and model selection on bootstrap samples: causes and consequences in biometrical applications. Zbl 1386.62053Janitza, Silke; Binder, Harald; Boulesteix, Anne-Laure 7 2016 Random forest for ordinal responses: prediction and variable selection. Zbl 1468.62089Janitza, Silke; Tutz, Gerhard; Boulesteix, Anne-Laure 5 2016 Categorical variables with many categories are preferentially selected in bootstrap-based model selection procedures for multivariable regression models. Zbl 1386.62063Rospleszcz, Susanne; Janitza, Silke; Boulesteix, Anne-Laure 2 2016 On stability issues in deriving multivariable regression models. Zbl 1329.62035Sauerbrei, Willi; Buchholz, Anika; Boulesteix, Anne-Laure; Binder, Harald 10 2015 Machine learning versus statistical modeling. Zbl 1441.62290Boulesteix, Anne-Laure; Schmid, Matthias 5 2014 Correcting the optimal resampling-based error rate by estimating the error rate of wrapper algorithms. Zbl 1429.62234Bernau, Christoph; Augustin, Thomas; Boulesteix, Anne-Laure 3 2013 Survival prediction using gene expression data: a review and comparison. Zbl 1453.62225van Wieringen, Wessel N.; Kun, David; Hampel, Regina; Boulesteix, Anne-Laure 15 2009 Unbiased split selection for classification trees based on the Gini index. Zbl 1452.62469Strobl, Carolin; Boulesteix, Anne-Laure; Augustin, Thomas 26 2007 Multiple testing for SNP-SNP interactions. Zbl 1276.92083Boulesteix, Anne-Laure; Strobl, Carolin; Weidinger, Stefan; Wichmann, H.-Erich; Wagenpfeil, Stefan 3 2007 Maximally selected chi-squared statistics and non-monotonic associations: an exact approach based on two cutpoints. Zbl 1445.62263Boulesteix, Anne-Laure; Strobl, Carolin 2 2007 Identification of interaction patterns and classification with applications to microarray data. Zbl 1431.62260Boulesteix, Anne-Laure; Tutz, Gerhard 2 2006 P{LS} dimension reduction for classification with microarray data. Zbl 1086.62119Boulesteix, Anne-Laure 8 2004 all cited Publications top 5 cited Publications all top 5 Cited by 245 Authors 12 Boulesteix, Anne-Laure Isabeau 5 Janitza, Silke 5 Sauerbrei, Willi 5 Strobl, Carolin 4 De Bin, Riccardo 4 Hapfelmeier, Alexander 4 Hothorn, Torsten 4 Tutz, Gerhard E. 4 Ulm, Kurt W. 3 Binder, Harald 3 Zeileis, Achim 3 Zhang, Chunxia 2 Augustin, Thomas 2 Baneshi, Mohammad Reza 2 Berger, Moritz 2 Farcomeni, Alessio 2 Garrusi, Behshid 2 Goeman, Jelle J. 2 Hornung, Roman 2 Loh, Wei-Yin 2 Rauschenberger, Armin 2 Schmid, Matthias 2 Schumacher, Martin 2 Zhang, Jiangshe 2 Zuccolotto, Paola 1 Adler, Werner 1 Albizri, Abdullah 1 Alfò, Marco 1 Allison, David B. 1 Ambroise, Christophe 1 Amos, Christopher I. 1 Antoniadis, Anestis 1 Archer, Kellie J. 1 Asfha, Huruy Debessay 1 Assou, S. 1 Bahrampour, Abbas 1 Barrieu, Pauline M. 1 Battauz, Michela 1 Bécu, Jean-Michel 1 Benner, Axel 1 Benson, Mikael 1 Berkhof, Johannes 1 Bersimis, Fragkiskos G. 1 Bertrand, Frédéric 1 Billor, Nedret 1 Bischl, Bernd 1 Bock, Hans-Hermann 1 Bogdan, Małgorzata 1 Borboudakis, Giorgos 1 Borgan, Ørnulf 1 Bøvelstad, Hege M. 1 Bravo, Cristián 1 Buchholz, Anika 1 Cafri, Guy 1 Calhoun, Peter 1 Cammarota, Camillo 1 Cavanaugh, Joseph E. 1 Celik, Ender 1 Charrier, M. 1 Chen, Xiaolin 1 Chen, Yingjie 1 Chen, YiNing 1 Ciocănea-Teodorescu, Iuliana 1 Dalmasso, Cyril 1 De Wiel, Mark A. van 1 Deglise-Hawkinson, Jivan 1 Dessombz, Olivier 1 Dunkler, Daniela 1 Fan, Jianqing 1 Fan, Juanjuan 1 Fan, Yingying 1 Fang, Kuangnan 1 Fryzlewicz, Piotr 1 Fuchs, Mathias 1 Gefeller, Olaf 1 Ghannad-Rezaie, Mostafa 1 Göktaş, Pınar 1 Grandvalet, Yves 1 Greasidou, Elissavet 1 Gstalter, E. 1 Guillot, Gilles 1 Haji-Maghsoudi, Saiedeh 1 Hall, Jennifer 1 Hallett, Melodie J. 1 Hamada, Chikuma 1 Han, Sunwoo 1 Han, Xinqiang 1 He, Xinwei 1 Hediger, Simon 1 Heinze, Georg 1 Helm, Jonathan E. 1 Hennig, Christian 1 Hepp, Tobias 1 Hielscher, Thomas 1 Hirakawa, Akihiro 1 Hofner, Benjamin 1 Huang, Xiaohong 1 Huber, Marco F. 1 Huo, Lei 1 Iannario, Maria ...and 145 more Authors all top 5 Cited in 41 Serials 18 Computational Statistics and Data Analysis 14 Biometrical Journal 7 Computational Statistics 5 Journal of Applied Statistics 4 Communications in Statistics. Theory and Methods 4 Advances in Data Analysis and Classification. ADAC 4 Statistics and Computing 3 Biometrics 3 Machine Learning 3 Journal of Machine Learning Research (JMLR) 3 Computational & Mathematical Methods in Medicine 2 Psychometrika 2 Scandinavian Journal of Statistics 2 The Annals of Statistics 2 Journal of Classification 2 Statistical Methods and Applications 2 Statistical Analysis and Data Mining 2 The Annals of Applied Statistics 2 Journal of Computational and Graphical Statistics 1 Mathematical Biosciences 1 Journal of the American Statistical Association 1 Journal of Multivariate Analysis 1 Operations Research 1 Insurance Mathematics & Economics 1 Annals of Operations Research 1 Communications in Statistics. Simulation and Computation 1 European Journal of Operational Research 1 Journal of Statistical Computation and Simulation 1 Statistical Papers 1 The Journal of Artificial Intelligence Research (JAIR) 1 Biostatistics 1 Statistical Applications in Genetics and Molecular Biology 1 Computational Biology and Chemistry 1 Journal of Statistical Theory and Practice 1 Applicable Analysis and Discrete Mathematics 1 AStA. Advances in Statistical Analysis 1 Algorithms 1 Journal of Agricultural, Biological, and Environmental Statistics 1 Journal of Probability and Statistics 1 S\(\vec{\text{e}}\)MA Journal 1 SIAM Journal on Mathematics of Data Science all top 5 Cited in 8 Fields 89 Statistics (62-XX) 23 Computer science (68-XX) 12 Numerical analysis (65-XX) 10 Biology and other natural sciences (92-XX) 4 Operations research, mathematical programming (90-XX) 4 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 3 General and overarching topics; collections (00-XX) 3 Combinatorics (05-XX) Citations by Year