Geurts's publications with Systems and Modeling

OK3: Méthode d’arbres à sortie noyau pour la prédiction de sorties structurées et l’apprentissage de noyau

Pierre Geurts, Louis Wehenkel, Florence d Alché-Buc

Proc. of CAP, page 16 - 2006

On the accuracy of analytical models of TCP throughput

Ibtissam El Khayat, Pierre Geurts, Guy Leduc

Proc. of IFIP International Networking Conference - May 2006

Segment and combine: a generic approach for supervised learning of invariant classifiers from topologically structured data

Pierre Geurts, Raphaël Marée, Louis Wehenkel

Proceedings of the Machine Learning Conference of Belgium and The Netherlands (Benelearn), page 15-23 - 2006

Approximate value iteration in the reinforcement learning context. Application to electrical power system control

Damien Ernst, Mevludin Glavic, Pierre Geurts, Louis Wehenkel

International Journal of Emerging Electric Power Systems, Volume 3, Number 1, page 1066.1--1066.37 - 2005

Bias vs. variance decomposition for regression and classification

Pierre Geurts

Data Mining and Knowledge Discovery Handbook: A Complete Guide for Practitioners and Researchers, Kluwer Academic Publishers - 2005

Biomedical Image Classification with Random Subwindows and Decision Trees

Raphaël Marée, Pierre Geurts, Justus Piater, Louis Wehenkel

Proc. ICCV workshop on Computer Vision for Biomedical Image Applications (CVIBA 2005), Volume 3765, page 220-229 - oct 2005

Closed-form dual perturb and combine for tree-based models

Pierre Geurts, Louis Wehenkel

Proceedings of the International Conference on Machine Learning (ICML 2005) - 2005

Decision Trees and Random Subwindows for Object Recognition

Raphaël Marée, Pierre Geurts, Justus Piater, Louis Wehenkel

ICML workshop on Machine Learning Techniques for Processing Multimedia Content (MLMM2005) - 2005

Discovery of new rheumatoid arthritis biomarkers using SELDI-TOF-MS ProteinChip approach

Dominique deSeny, Marianne Fillet, Marie-Alice Meuwis, Pierre Geurts, Laurence Lutteri, Clio Ribbens, Vincent Bours, Louis Wehenkel, Jacques Piette, Michel Malaise, Marie-Paule Merville

Arthritis and Rheumatism, Volume 52, Number 12, page 3801--3812 - nov 2005

Improving TCP in wireless networks with an adaptive machine-learnt classifier of packet loss causes

Ibtissam El Khayat, Pierre Geurts, Guy Leduc

Proceedings of the International Conference on Networking (Networking 2005) - May 2005

Proteomic and genomic data classification using decision tree based ensemble methods - Application to the diagnosis of inflammatory diseases

Pierre Geurts, Marianne Fillet, Dominique deSeny, Marie-Alice Meuwis, Marie-Paule Merville, Louis Wehenkel

Proc. Benelux Bioinformatics Conference, Ghent - apr 2005

Proteomic mass spectra classification using decision tree based ensemble methods

Pierre Geurts, Dominique deSeny, Marianne Fillet, Marie-Alice Meuwis, Michel Malaise, Marie-Paule Merville, Louis Wehenkel

Bioinformatics, Volume 21, Number 14, page 3138--3145 - 2005

Proteomic using Surface Enhanced Laser Desorption/Ionization Time-Of-Flight Mass spectrometry for the diagnosis of Crohn’s disease and ulcerative colitis

Marie-Alice Meuwis, Dominique deSeny, Marianne Fillet, Pierre Geurts, Louis Wehenkel, Jacques Belaiche, Michel Malaise, Edouard Louis, Marie-Paule Merville

Proc. Digestive Disease Week, Chicago - May 2005

Proteomics Using Surface Enhanced Laser Desorption Ionization-Time Of Flight-Mass Spectrometry for the Diagnosis of Crohn's Disease and Ulcerative Colitis

Marie-Alice Meuwis, Marianne Fillet, Dominique deSeny, Pierre Geurts, Louis Wehenkel, Jacques Belaiche, Michel Malaise, Edouard Louis, Marie-Paule Merville

Proc. 13th United European Gastroenterology week, Copenhagen, Danemark - oct 2005

Proteomics Using Seldi-TOF-MS for the Diagnosis of Crohn's Disease and Ulcerative Colitis

Marie-Alice Meuwis, Dominique deSeny, Marianne Fillet, Pierre Geurts, Louis Wehenkel, Jacques Belaiche, Edouard Louis, Marie-Paule Merville

Acta Enterologica Belgica, Volume 68, Number 1, page D38 - 2005

Random Subwindows for Robust Image Classification

Raphaël Marée, Pierre Geurts, Justus Piater, Louis Wehenkel

Proceedings of the IEEE International Conference on Computer Vision and Pattern Recognition (CVPR 2005), Volume 1, page 34--40 - June 2005

Segment and combine approach for Biological Sequence Classification

Pierre Geurts, Antia Blanco Cuesta, Louis Wehenkel

Proc. IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB 2005), page 194--201 - 2005

Segment and combine approach for non-parametric time-series classification

Pierre Geurts, Louis Wehenkel

Proceedings of the 9th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD) - October 2005

Tree-Based Batch Mode Reinforcement Learning

Damien Ernst, Pierre Geurts, Louis Wehenkel

Journal of Machine Learning Research, Volume 6, page 503-556 - April 2005

A generic approach for image classification based on decision tree ensembles and local sub-windows

Raphaël Marée, Pierre Geurts, Justus Piater, Louis Wehenkel

Proceedings of the 6th Asian Conference on Computer Vision, Volume 2, page 860-865 - 2004