Pierre Geurts

Overview

Best Publications

• Extremely randomized trees

  Pierre Geurts;Damien Ernst;Louis Wehenkel

  9196
  Citations

• SCENIC: single-cell regulatory network inference and clustering.

  Sara Aibar;Carmen Bravo González-Blas;Thomas Moerman;Vân Anh Huynh-Thu

  6357
  Citations

• Inferring Regulatory Networks from Expression Data Using Tree-Based Methods

  Vân Anh Huynh-Thu;Alexandre Irrthum;Louis Wehenkel;Pierre Geurts

  2253
  Citations

• Tree-Based Batch Mode Reinforcement Learning

  Damien Ernst;Pierre Geurts;Louis Wehenkel

  1232
  Citations

• Understanding variable importances in forests of randomized trees

  Gilles Louppe;Louis Wehenkel;Antonio Sutera;Pierre Geurts

  1120
  Citations

• Pattern Extraction for Time Series Classification

  Pierre Geurts

  469
  Citations

• Random subwindows for robust image classification

  R. Maree;P. Geurts;J. Piater;L. Wehenkel

  344
  Citations

• Supervised learning with decision tree-based methods in computational and systems biology

  Pierre Geurts;Alexandre Irrthum;Louis Wehenkel

  280
  Citations

• Evaluation and Comparison of Anatomical Landmark Detection Methods for Cephalometric X-Ray Images: A Grand Challenge

  Ching-Wei Wang;Cheng-Ta Huang;Meng-Che Hsieh;Chung-Hsing Li

  237
  Citations

• dynGENIE3: dynamical GENIE3 for the inference of gene networks from time series expression data.

  Vân Anh Huynh-Thu;Pierre Geurts

  236
  Citations

• Collaborative analysis of multi-gigapixel imaging data using Cytomine

  Raphaël Marée;Loïc Rollus;Benjamin Stévens;Renaud Hoyoux

  198
  Citations

• MicroRNAs profiling in murine models of acute and chronic asthma: a relationship with mRNAs targets.

  Nancy Garbacki;Emmanuel Di Valentin;Vân Anh Huynh-Thu;Pierre Geurts

  181
  Citations

• Proteomic mass spectra classification using decision tree based ensemble methods

  Pierre Geurts;Marianne Fillet;Dominique De Seny;Marie-Alice Meuwis

  180
  Citations

• Ensembles on random patches

  Gilles Louppe;Pierre Geurts

  176
  Citations

• Discovery of new rheumatoid arthritis biomarkers using the surface‐enhanced laser desorption/ionization time‐of‐flight mass spectrometry ProteinChip approach

  Dominique de Seny;Marianne Fillet;Marie-Alice Meuwis;Pierre Geurts

  144
  Citations

• Comparison of Deep Transfer Learning Strategies for Digital Pathology

  Romain Mormont;Pierre Geurts;Raphael Maree

  137
  Citations

• Statistical interpretation of machine learning-based feature importance scores for biomarker discovery

  Vân Anh Huynh-Thu;Yvan Saeys;Louis Wehenkel;Pierre Geurts

  123
  Citations

• Automated processing of zebrafish imaging data - a survey

  Ralf Mikut;Thomas Dickmeis;Wolfgang Driever;Pierre Geurts

  104
  Citations

• Estimation of rotor angles of synchronous machines using artificial neural networks and local PMU-based quantities

  Alberto Del Angel;Pierre Geurts;Damien Ernst;Mevludin Glavic

  97
  Citations

• Cerebral functional connectivity periodically (de)synchronizes with anatomical constraints

  Raphaël Liégeois;Erik Ziegler;Christophe Phillips;Pierre Geurts

  93
  Citations

• DMFSGD: a decentralized matrix factorization algorithm for network distance prediction

  Yongjun Liao;Wei Du;Pierre Geurts;Guy Leduc

  89
  Citations