Geurts's publications with Systems and Modeling

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2013
Automated processing of zebrafish imaging data - a survey  
Ralf Mikut, Thomas Dickmeis, Wolfgang Driever, Pierre Geurts, Fred Hamprecht, Bernhard X Kausler, Maria J Ledesma-Carbayo, Raphaël Marée, Karol Mikula, Periklis Pantazis, Olaf Ronneberger, Andres Santos, Rainer Stotzka, Uwe Strähle, Nadine Peyriéras
Accepted for publication in Zebrafish - 2013
Extremely Randomized Trees and Random Subwindows for Image Classification, Annotation, and Retrieval   productFlyer_978-1-4471-4928-6-1.pdf
Raphaël Marée, Louis Wehenkel, Pierre Geurts
in Book Decision Forests in Computer Vision and Medical Image Analysis, Advances in Computer Vision and Pattern Recognition, Springer, page 125--141 - Feb 2013
 
2011
Automatic localization of interest points in zebrafish images with tree-based methods   stern_prib2011-finalpreprint.pdf
Olivier Stern, Raphaël Marée, Jessica Aceto, Nathalie Jeanray, Marc Muller, Louis Wehenkel, Pierre Geurts
To appear Proc. 6th IAPR International Conference on Pattern Recognition in Bioinformatics - 2011
High-density lipoprotein proteome dynamics in human endotoxemia   1477-5956-9-34.pdf
Johannes H.M. Levels, Pierre Geurts, Helen Karlsson, Raphaël Marée, Stefan Ljunggren, Louise Fornander, Louis Wehenkel, Mats Lindahl, Erik S.G. Stroes, Jan Albert Kuivenhoven, Joost C. M. Meijers
Proteome Science, Volume 9, Number 34 - 2011
Phenotype Classification of Zebrafish Embryos by Supervised Learning   abstract_njeanray-Benelearn_postreview_V2.pdf
Nathalie Jeanray, Raphaël Marée, Benoît Pruvot, Olivier Stern, Pierre Geurts, Louis Wehenkel, Marc Muller
Extended Abstract at 20 th Machine Learning conference of Belgium and The Netherlands - may 2011
Zebra sh Skeleton Measurements using Image Analysis and Machine Learning Methods   stern-abstract-benelearn2011.pdf
Olivier Stern, Raphaël Marée, Jessica Aceto, Nathalie Jeanray, Marc Muller, Louis Wehenkel, Pierre Geurts
Extended Abstract at 20 th Machine Learning conference of Belgium and The Netherlands - may 2011
 
2010
Biomedical Imaging Modality Classification Using Bags of Visual and Textual Terms with Extremely Randomized Trees   maree-iclef2010.pdf
Raphaël Marée, Olivier Stern, Pierre Geurts
Working Notes, ImageCLEF LAB Notebook, Multilingual and Multimodal Information Access Evaluation (CLEF) - Sep 2010
Incremental Indexing and Distributed Image Search using Shared Randomized Vocabularies   maree-mir2010.pdf mir053-maree-author.pdf
Raphaël Marée, Philippe Denis, Louis Wehenkel, Pierre Geurts
Proc. 11th ACM International Conference on Multimedia Information Retrieval (MIR), page 91-100 - March 2010
Inferring regulatory networks from expression data using tree-based methods  
Vân Anh Huynh-Thu, Alexandre Irrthum, Louis Wehenkel, Pierre Geurts
Plos ONE, Volume 5, Number 9, page e12776 - sept 2010
Network Distance Prediction Based on Decentralized Matrix Factorization  
Yongjun Liao, Pierre Geurts, Guy Leduc
Proc. of IFIP Networking 2010 - May 2010
 
2009
A Machine Learning Approach for Material Detection in Hyperspectral Images   maree-CVPR09-OTBVS-presentation.pdf maree-subcubes-otcbvs-cvpr09.pdf
Raphaël Marée, Benjamin Stevens, Pierre Geurts, Yves Guern, Philippe Mack
Proc. 6th IEEE Workshop on Object Tracking and Classification Beyond and in the Visible Spectrum (CVPR09) - Jun 2009
Content-based Image Retrieval by Indexing Random Subwindows with Randomized Trees   maree-ipsj-cva-09-final.pdf
Raphaël Marée, Pierre Geurts, Louis Wehenkel
IPSJ Transactions on Computer Vision and Applications (open-access), Volume 1, Number 1, page 46-57 - jan 2009
Detecting Triangle Inequality Violations in Internet Coordinate Systems by Supervised Learning  
Yongjun Liao, Mohamed Ali Kaafar, Bamba Gueye, François Cantin, Pierre Geurts, Guy Leduc
Proc. of Networking 2009, Volume 5550, page 352-363 - May 2009
Fast Multi-Class Image Annotation with Random Subwindows and Multiple Output Randomized Trees   dumont-visapp09-examples.pdf dumont-visapp09-shortpaper.pdf maree-visapp09-presentation.pdf
Marie Dumont, Raphaël Marée, Louis Wehenkel, Pierre Geurts
Proc. International Conference on Computer Vision Theory and Applications (VISAPP), Volume 2, page 196-203 - feb 2009
Supervised learning with decision tree-based methods in computational and systems biology  
Pierre Geurts, Alexandre Irrthum, Louis Wehenkel
Molecular BioSystems, Volume 5, page 1593-1605 - dec 2009
 
2008
Compositional protein analysis of HDL by SELDI-TOF MS during experimental endotoxemia  
Johannes H.M. Levels, Raphaël Marée, Pierre Geurts, Jan Albert Kuivenhoven, Louis Wehenkel, John J.P. Kastelein, Joost C. M. Meijers
77th European Atherosclerosis Society Congress (Poster) - April 2008
Enhancement of TCP over wired/wireless networks with packet loss classifiers inferred by supervised learning  
Ibtissam El Khayat, Pierre Geurts, Guy Leduc
Wireless Networks - August 2008
Exploiting tree-based variable importances to selectively identify relevant variables   huynhthu08a.pdf
Vân Anh Huynh-Thu, Louis Wehenkel, Pierre Geurts
JMLR: Workshop and Conference Proceedings, Volume 4, page 60-73 - 2008
Exploiting tree-based variable importances to selectively identify relevant variables  
Vân Anh Huynh-Thu, Louis Wehenkel, Pierre Geurts
Proc. of FSDM08, ECML/PKDD Workshop on New challenges for feature selection in data mining and knowledge discovery - 2008
Proteomics for prediction and characterization of response to infliximab in Crohn Disease: a pilot study  
Marie-Alice Meuwis, Marianne Fillet, Laurence Lutteri, Raphaël Marée, Pierre Geurts, Dominique deSeny, Michel Malaise, Jean-Paul Chapelle, Louis Wehenkel, Jacques Belaiche, Marie-Paule Merville, Edouard Louis
Clinical Biochemistry, Volume 41, Number 12, page 960-967 - Aug 2008

Display the complete list (76 publications)
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