Robert Sabourin
Department of Software Engineering and IT
Research interests:
- Information and Communications Technologies
Research areas:
- Machine learning
- Genetic algorithms
- Handwritten signature verification
- Pattern recognition and inspection
- Feature selection
- Ensemble of classifiers
- Neural networks
- Incremental learning and novelty
- Hidden markov models (HMM)
- Genetic programming
- Biometrics
- Bank cheques processing
- Postal applications
- Handwritten and printed document
- Handwritten character recognition
- Handwriting recognition
‘
+ Original articles in refereed journals and books chapters
«A multi-task approach for contrastive learning of handwritten signature feature representations»Viana, Talles B., Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. and Sabourin, Robert.” |
«OLP++: An online local classifier for high dimensional data»Souza, Mariana A., Sabourin, Robert, Cavalcanti, George D. C. and Cruz, Rafael M. O..” |
«Exploring diversity in data complexity and classifier decision spaces for pool generation»Monteiro, Marcos, Britto, Alceu S., Barddal, Jean P., Oliveira, Luiz S. and Sabourin, Robert.” |
«An investigation into the effects of label noise on Dynamic Selection algorithms»Walmsley, Felipe N., Cavalcanti, George D. C., Sabourin, Robert and Cruz, Rafael M. O..” |
«Preprocessed dynamic classifier ensemble selection for highly imbalanced drifted data streams»Zyblewski, Pawel, Sabourin, Robert and Woniak, Michal.” |
Read More >
+ Papers in refereed conference proceedings
«GNN-DES: A new end-to-end dynamic ensemble selection method based on multi-label graph neural network»de Araujo Souza, Mariana, Sabourin, Robert, da Cunha Cavalcanti, George Darmiton and Cruz, Rafael Menelau Oliveira E..” |
«Contrastive learning of handwritten signature representations for writer-independent verification»Viana, Talles B., Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. and Sabourin, Robert.” |
«Local overlap reduction procedure for dynamic ensemble selection»Souza, Mariana A., Sabourin, Robert, Cavalcanti, George D. C. and Cruz, Rafael M. O..” |
«Classifier pool generation based on a two-level diversity approach»Monteiro, Marcos, Britto, Alceu S., Barddal, Jean P., Oliveira, Luiz and Sabourin, Robert.” |
«An investigation of feature selection and transfer learning for writer-independent offline handwritten signature verification»Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. and Sabourin, Robert.” |
‘
Robert
Sabourin
Research & Innovation
Contact Us
Pavillon Principal (A)
1100, rue Notre-Dame Ouest
Montréal, QC, H3C 1K3
Room A-3600
Tel.: +1 (514) 396-8650
E-Mail: eric.granger@etsmtl.ca