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Pierre Geurts
Pierre Geurts
Professor of Computer Science, University of Liège, Belgium
Verified email at ulg.ac.be - Homepage
Title
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Cited by
Year
Extremely randomized trees
P Geurts, D Ernst, L Wehenkel
Machine learning 63, 3-42, 2006
89372006
SCENIC: single-cell regulatory network inference and clustering
S Aibar, CB González-Blas, T Moerman, VA Huynh-Thu, H Imrichova, ...
Nature methods 14 (11), 1083-1086, 2017
40192017
Inferring regulatory networks from expression data using tree-based methods
VA Huynh-Thu, A Irrthum, L Wehenkel, P Geurts
PLoS One 5 (9), e12776, 2010
19702010
Wisdom of crowds for robust gene network inference
D Marbach, JC Costello, R Küffner, NM Vega, RJ Prill, DM Camacho, ...
Nature Methods, 2012
18612012
Tree-based batch mode reinforcement learning
D Ernst, P Geurts, L Wehenkel
Journal of Machine Learning Research 6, 2005
15172005
Understanding variable importances in forests of randomized trees
G Louppe, L Wehenkel, A Sutera, P Geurts
Advances in neural information processing systems 26, 2013
13582013
Pattern extraction for time series classification
P Geurts
European conference on principles of data mining and knowledge discovery …, 2001
4952001
Random subwindows for robust image classification
R Marée, P Geurts, J Piater, L Wehenkel
2005 IEEE Computer Society Conference on Computer Vision and Pattern …, 2005
3432005
Supervised learning with decision tree-based methods in computational and systems biology
P Geurts, A Irrthum, L Wehenkel
Molecular Biosystems 5 (12), 1593-1605, 2009
2802009
Ensembles on random patches
G Louppe, P Geurts
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2012
2272012
Evaluation and comparison of anatomical landmark detection methods for cephalometric x-ray images: a grand challenge
CW Wang, CT Huang, MC Hsieh, CH Li, SW Chang, WC Li, R Vandaele, ...
IEEE transactions on medical imaging 34 (9), 1890-1900, 2015
2052015
dynGENIE3: dynamical GENIE3 for the inference of gene networks from time series expression data
VA Huynh-Thu, P Geurts
Scientific reports 8 (1), 3384, 2018
2012018
Collaborative analysis of multi-gigapixel imaging data using Cytomine
R Marée, L Rollus, B Stévens, R Hoyoux, G Louppe, R Vandaele, ...
Bioinformatics 32 (9), 1395-1401, 2016
1972016
MicroRNAs profiling in murine models of acute and chronic asthma: a relationship with mRNAs targets
N Garbacki, E Di Valentin, VA Huynh-Thu, P Geurts, A Irrthum, C Crahay, ...
PloS one 6 (1), e16509, 2011
1822011
Proteomic mass spectra classification using decision tree based ensemble methods
P Geurts, M Fillet, D De Seny, MA Meuwis, M Malaise, MP Merville, ...
Bioinformatics 21 (14), 3138-3145, 2005
1772005
Comparison of deep transfer learning strategies for digital pathology
R Mormont, P Geurts, R Marée
Proceedings of the IEEE conference on computer vision and pattern …, 2018
1612018
Contributions to decision tree induction: bias/variance tradeoff and time series classification
P Geurts
ULiège-Université de Liège, 2002
1472002
Discovery of new rheumatoid arthritis biomarkers using the surface‐enhanced laser desorption/ionization time‐of‐flight mass spectrometry ProteinChip approach
D De Seny, M Fillet, MA Meuwis, P Geurts, L Lutteri, C Ribbens, V Bours, ...
Arthritis & Rheumatism 52 (12), 3801-3812, 2005
1452005
Biomarker discovery for inflammatory bowel disease, using proteomic serum profiling
MA Meuwis, M Fillet, P Geurts, D De Seny, L Lutteri, JP Chapelle, V Bours, ...
Biochemical pharmacology 73 (9), 1422-1433, 2007
1422007
Statistical interpretation of machine learning-based feature importance scores for biomarker discovery
VA Huynh-Thu, Y Saeys, L Wehenkel, P Geurts
Bioinformatics 28 (13), 1766-1774, 2012
1182012
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