Bias in random forest variable importance measures: Illustrations, sources and a solution C Strobl, AL Boulesteix, A Zeileis, T Hothorn BMC bioinformatics 8 (1), 1-21, 2007 | 3346 | 2007 |
Conditional variable importance for random forests C Strobl, AL Boulesteix, T Kneib, T Augustin, A Zeileis BMC bioinformatics 9, 1-11, 2008 | 2986 | 2008 |
Partial least squares: a versatile tool for the analysis of high-dimensional genomic data AL Boulesteix, K Strimmer Briefings in bioinformatics 8 (1), 32-44, 2007 | 868 | 2007 |
Overview of random forest methodology and practical guidance with emphasis on computational biology and bioinformatics AL Boulesteix, S Janitza, J Kruppa, IR König Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 2 (6 …, 2012 | 790 | 2012 |
Unbiased split selection for classification trees based on the Gini index C Strobl, AL Boulesteix, T Augustin Computational Statistics & Data Analysis 52 (1), 483-501, 2007 | 336 | 2007 |
PLS dimension reduction for classification with microarray data AL Boulesteix Statistical Applications in Genetics and Molecular Biology 3 (1), 2004 | 282 | 2004 |
Regularized estimation of large-scale gene association networks using graphical Gaussian models N Krämer, J Schäfer, AL Boulesteix BMC bioinformatics 10, 1-24, 2009 | 258 | 2009 |
An AUC-based permutation variable importance measure for random forests S Janitza, C Strobl, AL Boulesteix BMC bioinformatics 14 (1), 1-11, 2013 | 233 | 2013 |
Stability and aggregation of ranked gene lists AL Boulesteix, M Slawski Briefings in bioinformatics 10 (5), 556-568, 2009 | 231 | 2009 |
Microarray-based prediction of tumor response to neoadjuvant radiochemotherapy of patients with locally advanced rectal cancer C Rimkus, J Friederichs, A Boulesteix, J Theisen, J Mages, K Becker, ... Clinical gastroenterology and hepatology 6 (1), 53-61, 2008 | 210 | 2008 |
Random forest for ordinal responses: prediction and variable selection S Janitza, G Tutz, AL Boulesteix Computational Statistics & Data Analysis 96, 57-73, 2016 | 167 | 2016 |
Survival prediction using gene expression data: a review and comparison WN Van Wieringen, D Kun, R Hampel, AL Boulesteix Computational statistics & data analysis 53 (5), 1590-1603, 2009 | 162 | 2009 |
Predicting transcription factor activities from combined analysis of microarray and ChIP data: a partial least squares approach AL Boulesteix, K Strimmer Theoretical Biology and Medical Modelling 2, 1-12, 2005 | 162 | 2005 |
Evaluating microarray-based classifiers: an overview AL Boulesteix, C Strobl, T Augustin, M Daumer Cancer Informatics 6, 77, 2008 | 151 | 2008 |
AUC-RF: a new strategy for genomic profiling with random forest ML Calle, V Urrea, AL Boulesteix, N Malats Human heredity 72 (2), 121-132, 2011 | 143 | 2011 |
What is the “normal” fetal heart rate? SP Von Steinburg, AL Boulesteix, C Lederer, S Grunow, S Schiermeier, ... PeerJ 1, e82, 2013 | 132 | 2013 |
CMA–a comprehensive Bioconductor package for supervised classification with high dimensional data M Slawski, M Daumer, AL Boulesteix BMC bioinformatics 9 (1), 1-17, 2008 | 132 | 2008 |
Differential expression of the chemokines GRO-2, GRO-3, and interleukin-8 in colon cancer and their impact on metastatic disease and survival D Doll, L Keller, M Maak, AL Boulesteix, JR Siewert, B Holzmann, ... International journal of colorectal disease 25, 573-581, 2010 | 131 | 2010 |
Random forest Gini importance favours SNPs with large minor allele frequency: impact, sources and recommendations AL Boulesteix, A Bender, JL Bermejo, C Strobl Briefings in bioinformatics 13 (3), 292-304, 2012 | 128 | 2012 |
Time and rate of sinus formation in pilonidal sinus disease D Doll, J Friederichs, H Dettmann, AL Boulesteix, W Duesel, S Petersen International journal of colorectal disease 23, 359-364, 2008 | 128 | 2008 |