Publications

My pages on Google Scholar, dblp and on ResearchGate

  • H. Cao, S. Bernard, L. Heutte, and R. Sabourin, « Dynamic voting in multi-view learning for radiomics applications, » in Joint iapr international workshop on structural, syntactic, and statistical pattern recognition (s+sspr), 2018, p. 32–41.
    [Bibtex]
    @inproceedings{spr18,
    author={Cao, Hongliu and Bernard, Simon and Heutte, Laurent and Sabourin, Robert},
    title={Dynamic Voting in Multi-view Learning for Radiomics Applications},
    booktitle={Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition (S+SSPR)},
    pages={32--41},
    year={2018}
    }
  • H. Cao, S. Bernard, L. Heutte, and R. Sabourin, « Improve the performance of transfer learning without fine-tuning using dissimilarity-based multi-view learning for breast cancer histology images, » in International conference image analysis and recognition (iciar), 2018, p. 779–787.
    [Bibtex]
    @inproceedings{iciar18,
    title={Improve the Performance of Transfer Learning without Fine-tuning using Dissimilarity-based Multi-view Learning for Breast Cancer Histology Images},
    author={Cao, Hongliu and Bernard, Simon and Heutte, Laurent and Sabourin, Robert},
    booktitle={International Conference Image Analysis and Recognition (ICIAR)},
    pages={779--787},
    year={2018},
    organization={Springer}
    }
  • H. Cao, S. Bernard, L. Heutte, and R. Sabourin, « Pondération dynamique en apprentissage multi-vues pour des applications radiomics, » in Conférence sur l’apprentissage automatique (cap), 2018.
    [Bibtex]
    @inproceedings{cap18,
    title={Pondération Dynamique en Apprentissage Multi-vues pour des Applications Radiomics},
    author={Cao, Hongliu and Bernard, Simon and Heutte, Laurent and Sabourin, Robert},
    booktitle={Conf{\'e}rence sur l'Apprentissage Automatique (CAp)},
    year={2018}
    }
  • H. Cao, S. Bernard, L. Heutte, and R. Sabourin, « Dissimilarity-based representation for radiomics applications, » in International conference on pattern recognition and artificial intelligence (icprai), 2018.
    [Bibtex]
    @inproceedings{icprai18,
    title={Dissimilarity-based Representation for Radiomics Applications},
    author={Cao, Hongliu and Bernard, Simon and Heutte, Laurent and Sabourin, Robert},
    booktitle={International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI)},
    year={2018}
    }
  • S. Bernard, C. Chatelain, S. Adam, and R. Sabourin, « The multiclass roc front method for cost-sensitive classification, » Pattern recognition, vol. 52, p. 46–60, 2016.
    [Bibtex]
    @article{pr16,
    title={The Multiclass ROC Front Method for Cost-sensitive Classification},
    author={Bernard, Simon and Chatelain, Cl{\'e}ment and Adam, S{\'e}bastien and Sabourin, Robert},
    journal={Pattern Recognition},
    volume={52},
    pages={46--60},
    year={2016},
    publisher={Pergamon}
    }
  • C. Dubos, S. Bernard, S. Adam, and R. Sabourin, « Roc-based cost-sensitive classification with a reject option, » in International conference on pattern recognition (icpr), 2016, p. 3320–3325.
    [Bibtex]
    @inproceedings{icpr16,
    title={ROC-based cost-sensitive classification with a reject option},
    author={Dubos, Cl{\'e}ment and Bernard, Simon and Adam, S{\'e}bastien and Sabourin, Robert},
    booktitle={International Conference on Pattern Recognition (ICPR)},
    pages={3320--3325},
    year={2016},
    organization={IEEE}
    }
  • S. Bernard, C. Chatelain, S. Adam, and R. Sabourin, « Apprentissage multiclasse en environnement incertain, » in 21ème rencontre de la société francophone de classification (sfc), 2014.
    [Bibtex]
    @inproceedings{sfc14,
    title={Apprentissage Multiclasse en Environnement Incertain},
    author={Bernard, Simon and Chatelain, Cl{\'e}ment and Adam, S{\'e}bastien and Sabourin, Robert},
    booktitle={21ème Rencontre de la Soci{\'e}t{\'e} Francophone de Classification (SFC)},
    year={2014}
    }
  • C. Désir, S. Bernard, C. Petitjean, and L. Heutte, « One class random forests, » Pattern recognition, vol. 46, iss. 12, p. 3490–3506, 2013.
    [Bibtex]
    @article{pr13,
    title={One Class Random Forests},
    author={D{\'e}sir, Chesner and Bernard, Simon and Petitjean, Caroline and Heutte, Laurent},
    journal={Pattern Recognition},
    volume={46},
    number={12},
    pages={3490--3506},
    year={2013},
    publisher={Pergamon}
    }
  • S. Bernard, S. Adam, and L. Heutte, « Dynamic random forests, » Pattern recognition letters, vol. 33, iss. 12, p. 1580–1586, 2012.
    [Bibtex]
    @article{prl12,
    title={Dynamic Random Forests},
    author={Bernard, Simon and Adam, S{\'e}bastien and Heutte, Laurent},
    journal={Pattern Recognition Letters},
    volume={33},
    number={12},
    pages={1580--1586},
    year={2012},
    publisher={North-Holland}
    }
  • E. Vintrou, M. Soumaré, S. Bernard, A. Bégué, C. Baron, and D. Lo Seen, « Mapping fragmented agricultural systems in the sudano-sahelian environments of africa using random forest and ensemble metrics of coarse resolution modis imagery, » Photogrammetric engineering & remote sensing, vol. 78, iss. 8, p. 839–848, 2012.
    [Bibtex]
    @article{pers12,
    title={Mapping fragmented agricultural systems in the Sudano-Sahelian environments of Africa using Random Forest and ensemble metrics of coarse resolution MODIS imagery},
    author={Vintrou, Elodie and Soumar{\'e}, Mamy and Bernard, Simon and B{\'e}gu{\'e}, Agn{\`e}s and Baron, Christian and Lo Seen, Danny},
    journal={Photogrammetric Engineering \& Remote Sensing},
    volume={78},
    number={8},
    pages={839--848},
    year={2012},
    publisher={American Society for Photogrammetry and Remote Sensing}
    }
  • C. Désir, S. Bernard, C. Petitjean, and L. Heutte, « A new random forest method for one-class classification, » in Joint iapr international workshops on statistical techniques in pattern recognition (spr) and structural and syntactic pattern recognition (sspr), 2012, p. 282–290.
    [Bibtex]
    @inproceedings{sspr12,
    title={A new Random Forest Method for One-Class Classification},
    author={D{\'e}sir, Chesner and Bernard, Simon and Petitjean, Caroline and Heutte, Laurent},
    booktitle={Joint IAPR International Workshops on Statistical Techniques in Pattern Recognition (SPR) and Structural and Syntactic Pattern Recognition (SSPR)},
    pages={282--290},
    year={2012},
    organization={Springer, Berlin, Heidelberg}
    }
  • C. Désir, S. Bernard, C. Petitjean, and L. Heutte, « A random forest based approach for one class classification in medical imaging, » in International workshop on machine learning in medical imaging, 2012, p. 250–257.
    [Bibtex]
    @inproceedings{mlmi12,
    title={A Random Forest Based Approach for One Class Classification in Medical Imaging},
    author={D{\'e}sir, Chesner and Bernard, Simon and Petitjean, Caroline and Heutte, Laurent},
    booktitle={International Workshop on Machine Learning in Medical Imaging},
    pages={250--257},
    year={2012},
    organization={Springer, Berlin, Heidelberg}
    }
  • S. Bernard, L. Heutte, and S. Adam, « A study of strength and correlation in random forests, » in International conference on intelligent computing, 2010, p. 186–191.
    [Bibtex]
    @inproceedings{icic10,
    title={A study of strength and correlation in Random Forests},
    author={Bernard, Simon and Heutte, Laurent and Adam, S{\'e}bastien},
    booktitle={International Conference on Intelligent Computing},
    pages={186--191},
    year={2010},
    organization={Springer, Berlin, Heidelberg}
    }
  • S. Bernard, « Forêts aléatoires: de l’analyse des mécanismes de fonctionnement à la construction dynamique, » PhD Thesis, 2009.
    [Bibtex]
    @phdthesis{these09,
    title={For{\^e}ts Al{\'e}atoires: De l'Analyse des M{\'e}canismes de Fonctionnement {\`a} la Construction Dynamique},
    author={Bernard, Simon},
    year={2009},
    school={Universit{\'e} de Rouen Normandie}
    }
  • S. Bernard, L. Heutte, and S. Adam, « On the selection of decision trees in random forests, » in International joint conference on neural networks (ijcnn), 2009, p. 302–307.
    [Bibtex]
    @inproceedings{ijcnn09,
    title={On the selection of decision trees in Random Forests},
    author={Bernard, Simon and Heutte, Laurent and Adam, S{\'e}bastien},
    booktitle={International Joint Conference on Neural Networks (IJCNN)},
    pages={302--307},
    year={2009},
    organization={IEEE}
    }
  • S. Bernard, L. Heutte, and S. Adam, « Influence of hyperparameters on random forest accuracy, » in International workshop on multiple classifier systems (mcs), 2009, p. 171–180.
    [Bibtex]
    @inproceedings{mcs09,
    title={Influence of hyperparameters on Random Forest accuracy},
    author={Bernard, Simon and Heutte, Laurent and Adam, S{\'e}bastien},
    booktitle={International Workshop on Multiple Classifier Systems (MCS)},
    pages={171--180},
    year={2009},
    organization={Springer, Berlin, Heidelberg}
    }
  • S. Bernard, L. Heutte, and S. Adam, « Towards a better understanding of random forests through the study of strength and correlation, » in International conference on intelligent computing (icic), 2009, p. 536–545.
    [Bibtex]
    @inproceedings{icic09,
    title={Towards a better understanding of Random Forests through the study of strength and correlation},
    author={Bernard, Simon and Heutte, Laurent and Adam, S{\'e}bastien},
    booktitle={International Conference on Intelligent Computing (ICIC)},
    pages={536--545},
    year={2009},
    organization={Springer, Berlin, Heidelberg}
    }
  • S. Bernard, L. Heutte, and S. Adam, « Une étude sur la paramétrisation des forêts aléatoires, » in Conférence sur l’apprentissage automatique (cap), 2009, p. 81–92.
    [Bibtex]
    @inproceedings{cap09,
    title={Une {\'E}tude sur la Param{\'e}trisation des For{\^e}ts Al{\'e}atoires},
    author={Bernard, Simon and Heutte, Laurent and Adam, S{\'e}bastien},
    booktitle={Conf{\'e}rence sur l'Apprentissage Automatique (CAp)},
    pages={81--92},
    year={2009}
    }
  • S. Bernard, L. Heutte, and S. Adam, « Forest-rk: a new random forest induction method, » in International conference on intelligent computing (icic), 2008, p. 430–437.
    [Bibtex]
    @inproceedings{icic08,
    title={Forest-rk: A new Random Forest induction method},
    author={Bernard, Simon and Heutte, Laurent and Adam, S{\'e}bastien},
    booktitle={International Conference on Intelligent Computing (ICIC)},
    pages={430--437},
    year={2008},
    organization={Springer, Berlin, Heidelberg}
    }
  • S. Bernard, L. Heutte, and S. Adam, « Etude de l’influence des paramètres sur les performances des forêts aléatoires, » in Colloque international francophone sur l’ecrit et le document (cifed), 2008, p. 207–208.
    [Bibtex]
    @inproceedings{cifed08,
    title={Etude de l'influence des param{\`e}tres sur les performances des For{\^e}ts Al{\'e}atoires},
    author={Bernard, Simon and Heutte, Laurent and Adam, S{\'e}bastien},
    booktitle={Colloque International Francophone sur l'Ecrit et le Document (CIFED)},
    pages={207--208},
    year={2008},
    organization={Groupe de Recherche en Communication Ecrite}
    }
  • S. Bernard, S. Adam, and L. Heutte, « Using random forests for handwritten digit recognition, » in International conference on document analysis and recognition (icdar), 2007, p. 1043–1047.
    [Bibtex]
    @inproceedings{icdar07,
    title={Using Random Forests for handwritten digit recognition},
    author={Bernard, Simon and Adam, S{\'e}bastien and Heutte, Laurent},
    booktitle={International Conference on Document Analysis and Recognition (ICDAR)},
    volume={2},
    pages={1043--1047},
    year={2007},
    organization={IEEE}
    }