Robert Sabourin
Professor Robert Sabourin Engineering Department of Automated Production Superior Technology School
1100, rue Notre-Dame Ouest, Montréal, Québec, Canada H3C 1K3
Bureau : A-3647
Tel : (514) 396-8932
Fax : (514) 396-8595
robert.sabourin@etsmtl.ca
Expertise
- Pattern recognition and inspection
- Feature selection
- Set of classifiers
- Artificial Neural Networks
- Learning algorithms
- Incremental learning and change detection
- Hidden Markov Models (HMM)
- Genetic algorithms for multi-criteria optimization
- Genetic programming
- Biometrics
- Verification of handwritten signatures
- Automatic reading of bank checks
- Reading of postal addresses
- Reading of handwritten and printed documents
- Recognition of handwritten characters
- Recognition of handwriting
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+ Original articles in refereed journals and books chapters
«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.” |
«Optimal human-machine collaboration for enhanced cost-sensitive biometric authentication»Coetzer, Johannes, Swanepoel, Jacques P. and Sabourin, Robert.” |
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+ Papers in refereed conference proceedings
«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.” |
«An end-to-end approach for recognition of modern and historical handwritten numeral strings»Hochuli, Andre G., Britto, Alceu S., Barddal, Jean P., Sabourin, Robert and Oliveira, Luiz E. S..” |
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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