Pierre Geurts
Pierre Geurts
Professor of Computer Science, University of Liège, Belgium
Verified email at ulg.ac.be - Homepage
TitleCited byYear
Extremely randomized trees
P Geurts, D Ernst, L Wehenkel
Machine learning 63 (1), 3-42, 2006
25402006
Wisdom of crowds for robust gene network inference
D Marbach, JC Costello, R Küffner, NM Vega, RJ Prill, DM Camacho, ...
Nature Methods, 2012
10832012
Tree-based batch mode reinforcement learning
D Ernst, P Geurts, L Wehenkel
Journal of Machine Learning Research 6 (Apr), 503-556, 2005
8002005
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
6302010
Understanding variable importances in forests of randomized trees
G Louppe, L Wehenkel, A Sutera, P Geurts
Advances in neural information processing systems, 431-439, 2013
3982013
Pattern extraction for time series classification
P Geurts
European Conference on Principles of Data Mining and Knowledge Discovery …, 2001
3662001
Random subwindows for robust image classification
R Maree, P Geurts, J Piater, L Wehenkel
2005 IEEE Computer Society Conference on Computer Vision and Pattern …, 2005
3112005
SCENIC: single-cell regulatory network inference and clustering
S Aibar, CB González-Blas, T Moerman, H Imrichova, G Hulselmans, ...
Nature methods 14 (11), 1083, 2017
2172017
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
1552005
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
1342009
MicroRNAs profiling in murine models of acute and chronic asthma: a relationship with mRNAs targets
N Garbacki, E Di Valentin, P Geurts, A Irrthum, C Crahay, T Arnould, ...
PloS one 6 (1), e16509, 2011
1312011
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
1312005
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
1102007
Contributions to decision tree induction: bias/variance tradeoff and time series classification
P Geurts
University of Liège Belgium, 2002
1082002
DMFSGD: A decentralized matrix factorization algorithm for network distance prediction
Y Liao, W Du, P Geurts, G Leduc
IEEE/ACM Transactions on Networking (TON) 21 (5), 1511-1524, 2013
692013
Automated processing of zebrafish imaging data: a survey
R Mikut, T Dickmeis, W Driever, P Geurts, FA Hamprecht, BX Kausler, ...
Zebrafish 10 (3), 401-421, 2013
672013
Kernelizing the output of tree-based methods
P Geurts, L Wehenkel, F d'Alché-Buc
Proceedings of the 23rd international conference on Machine learning, 345-352, 2006
652006
Estimation of rotor angles of synchronous machines using artificial neural networks and local PMU-based quantities
A Del Angel, P Geurts, D Ernst, M Glavic, L Wehenkel
Neurocomputing 70 (16-18), 2668-2678, 2007
642007
Ensembles on random patches
G Louppe, P Geurts
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2012
622012
Proteomics for prediction and characterization of response to infliximab in Crohn's disease: a pilot study
MA Meuwis, M Fillet, L Lutteri, R Marée, P Geurts, D De Seny, M Malaise, ...
Clinical biochemistry 41 (12), 960-967, 2008
622008
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