+ 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..”
Graph-Based Representations in Pattern Recognition : 13th IAPR-TC-15 International Workshop, GbRPR, Proceedings (Vietri sul Mare, Italy, Sept. 06-08, 2023) vol. 14121.pp. 59-69.Springer Science and Business Media. 2023.

«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.”
International Joint Conference on Neural Networks (IJCNN) (Padua, Italy, July 18-23, 2022)IEEE. 2022.

«Local overlap reduction procedure for dynamic ensemble selection»

Souza, Mariana A., Sabourin, Robert, Cavalcanti, George D. C. and Cruz, Rafael M. O..”
International Joint Conference on Neural Networks (IJCNN) (Padua, Italy, July 18-23, 2022)IEEE. 2022.

«Classifier pool generation based on a two-level diversity approach»

Monteiro, Marcos, Britto, Alceu S., Barddal, Jean P., Oliveira, Luiz and Sabourin, Robert.”
25th International Conference on Pattern Recognition (ICPR) (Milan, Italy, Jan. 10-15, 2021)p. 2414-2421.IEEE. 2021.

«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.”
25th International Conference on Pattern Recognition (ICPR 2020) (En ligne, Jan. 10-15, 2021) 2021.

«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..”
International Joint Conference on Neural Networks (IJCNN) (Glasgow, United Kingdom, July 19-24,2020)Piscataway, NJ, USA : IEEE. 2020.

«A novel random forest dissimilarity measure for multi-view learning»

Cao, Hongliu, Bernard, Simon, Sabourin, Robert and Heutte, Laurent.”
25th International Conference on Pattern Recognition (ICPR) (Milan, Italy, Jan. 10-15, 2021)p. 1344-1351.Piscataway, NJ, USA : IEEE. 2020.

«Dynamic fusion of human and machine decisions for efficient cost-sensitive biometric authentication»

Coetzer, Johannes, Swanepoel, Jacques and Sabourin, Robert.”
International SAUPEC/RobMech/PRASA Conference (SAUPEC/RobMech/PRASA) (Cape Town, South Africa, Jan. 29-31, 2020)IEEE. 2020.

«Multi-label learning for dynamic model type recommendation»

Souza, Mariana A., Sabourin, Robert, Cavalcanti, George D. C. and Cruz, Rafael M. O..”
International Joint Conference on Neural Networks (IJCNN) (Glasgow, United Kingdom, July 19-24, 2020)IEEE. 2020.

«Improving BPSO-based feature selection applied to offline WI handwritten signature verification through overfitting control»

Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. and Sabourin, Robert.”
Genetic and Evolutionary Computation Conference (GECCO) (Cancun, Mexico, July 08-12, 2020)p. 69-70.Association for Computing Machinery Inc. 2020.

«Data preprocessing and dynamic ensemble selection for imbalanced data stream classification»

Zyblewski, Pawel, Sabourin, Robert and Woniak, Michal.”
19th Joint European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML PKDD 2019, September 16, 2019 – September 20, 2019 (Würzburg, Germany, Sept. 16-20, 2019) p. 367-379.Springer. 2020.

«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.”
25th International Conference on Pattern Recognition (ICPR) (Milan, Italy – En ligne, Jan. 10-15, 2021)p. 1475-1482.Institute of Electrical and Electronics Engineers Inc.. 2020.

«On dissimilarity representation and transfer learning for offline handwritten signature verification»

Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. and Sabourin, Robert.”
International Joint Conference on Neural Networks (IJCNN) (Budapest, Hungary, July 14-19, 2019)Piscataway, NJ, USA : IEEE. 2019.

«Characterization of handwritten signature images in dissimilarity representation space»

Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. and Sabourin, Robert.”
Computational Science : ICCS 2019 : 19th International Conference : Proceedings, Part III (Faro, Portugal, June 12-14, 2019) p. 192-206.Springer Verlag. 2019.

«A decision-based dynamic ensemble selection method for concept drift»

Albuquerque, Régis Antônio S., Josua Costa, Albert F., Miranda dos Santos, Eulanda, Sabourin, Robert and Giusti, Rafael.”
IEEE 31st International Conference on Tools with Artificial Intelligence (ICTAI) (Portland, OR, USA, Nov. 04-06, 2019)p. 1132-1139.IEEE Computer Society. 2019.

«Decoupling direction and norm for efficient gradient-based L2 adversarial attacks and defenses»

Rony, Jérôme, Hafemann, Luiz G., Oliveira, Luiz S., Ben Ayed, Ismail, Sabourin, Robert and Granger, Eric.”
2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (Long Beach, CA, USA, June 15-20, 2019)p. 4317-4325.IEEE. 2019.

«On evaluating the online local pool generation method for imbalance learning»

Souza, Mariana A., Cavalcanti, George D. C., Cruz, Rafael M. O. and Sabourin, Robert.”
International Joint Conference on Neural Networks (IJCNN) (Budapest, Hungary, July 14-19, 2019)Piscataway, NJ, USA : IEEE. 2019.

«Improve the performance of transfer learning without fine-tuning using dissimilarity-based multi-view learning for breast cancer histology images»

Cao, Hongliu, Bernard, Simon, Heutte, Laurent and Sabourin, Robert.”
Image Analysis and Recognition : 15th International Conference : ICIAR 2018 : Proceedings (Póvoa de Varzim, Portugal, June 27-29, 2018) p. 779-787.Springer. 2018.

«Dynamic voting in multi-view learning for radiomics applications»

Cao, Hongliu, Bernard, Simon, Heutte, Laurent and Sabourin, Robert.”
Structural, Syntactic, and Statistical Pattern Recognition : Joint IAPR International Workshop, S+SSPR 2018 (Beijing, China, Aug. 17-19, 2018) p. 32-41.Springer Verlag. 2018.

«Dissimilarity-based representation for radiomics applications»

Cao, Hongliu, Bernard, Simon, Heutte, Laurent and Sabourin, Robert.”
Proceedings of the International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI\’2018) (Montréal, QC, Canada, May 13-17, 2018)p. 53-58.CENPARMI, Concordia University. 2018.

«An ensemble generation method based on instance hardness»

Walmsley, Felipe N., Cavalcanti, George D. C., Oliveira, Dayvid V. R., Cruz, Rafael M. O. and Sabourin, Robert.”
2018 International Joint Conference on Neural Networks (IJCNN) (Rio de Janeiro, Brazil, July 08-13, 2018)Piscataway, NJ, USA : IEEE. 2018.

«Segmentation-free approaches for handwritten numeral string recognition»

Hochuli, Andre G., Oliveira, Luiz S., De Souza Britto, Alceu and Sabourin, Robert.”
2018 International Joint Conference on Neural Networks (IJCNN) (Rio de Janeiro, Brazil, July 08-13, 2018)Piscataway, NJ, USA : IEEE. 2018.

«A writer-independent approach for offline signature verification using deep convolutional neural networks features»

Souza, Victor L. F., Oliveira, Adriano L. I. and Sabourin, Robert.”
2018 7th Brazilian Conference on Intelligent Systems (BRACIS) (Sao Paulo, Brazil, Oct. 22-25, 2018)p. 212-217.Los Alamitos, CA, USA : IEEE Computer Society. 2018.

«Forest species recognition based on ensembles of classifiers»

Martins, Jefferson G., Oliveira, Luiz E. S., Sabourin, Robert and Britto Jr, Alceu S..”
2018 IEEE 30th International Conference on Tools with Artificial Intelligence (ICTAI) (Volos, Greece, Nov. 5-7, 2018)p. 371-378.Los Alamitos, CA, USA : IEEE Computer Society. 2018.

«Dynamic ensemble selection by k-nearest local oracles with discrimination index»

Pereira, Marcelo T., Britto Jr., Alceu S., Oliveira, Luiz S. and Sabourin, Robert.”
2018 IEEE 30th International Conference on Tools with Artificial Intelligence (ICTAI) (Volos, Greece, Nov. 5-7, 2018)p. 765-771.Los Alamitos, CA, USA : IEEE Computer Society. 2018.

«Fusion of classifiers based on centrality measures»

Silva, Ronan A., Britto Jr., Alceu S., Enembreck, Fabricio, Sabourin, Robert and Oliveira, Luis S..”
2018 IEEE 30th International Conference on Tools with Artificial Intelligence (ICTAI) (Volos, Greece, Nov. 5-7, 2018)p. 363-370.Los Alamitos, CA, USA : IEEE Computer Society. 2018.

«On dynamic ensemble selection and data preprocessing for multi-class imbalance learning»

M. O. Cruz, Rafael, Sabourin, Robert and Cavalcanti, George D. C..”
Proceedings of the International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI\’2018) (Montréal, QC, Canada, May 13-17, 2018)p. 189-194.CENPARMI, Concordia University. 2018.

«Decoupling direction and norm for efficient gradient-based l2 adversarial attacks»

Rony, Jérôme, Gustavo, Luiz, Sabourin, Robert and Granger, Eric.”
NeurIPS 2018 Workshop on Security in Machine Learning (Montreal, QC, Canada, Dec. 7, 2018) 2018.

«K-Nearest oracles borderline dynamic classifier ensemble selection»

Oliveira, D. V. R., Cavalcanti, G. D. C., Porpino, T. N., Cruz, R. M. O. and Sabourin, R..”
2018 International Joint Conference on Neural Networks (IJCNN 2018) (Rio de Janeiro, Brazil, July 08-13, 2018)IEEE. 2018.

«Bayesian optimization for conditional hyperparameter spaces»

Levesque, Julien-Charles, Durand, Audrey, Gagné, Christian and Sabourin, Robert.”
2017 International Joint Conference on Neural Networks (IJCNN) (Anchorage, AK, USA, May 14-19, 2017)p. 286-293.Piscataway, NJ, USA : IEEE. 2017.

«Dynamic ensemble selection VS K-NN: why and when dynamic selection obtains higher classification performance?»

Cruz, Rafael M. O., Zakane, Hiba H., Sabourin, Robert and Cavalcanti, George D. C..”
Seventh International Conference on Image Processing Theory, Tools and Applications (IPTA 2017) (Montréal, QC,Canada, 28 nov. – 1er dec. 2017)Piscataway, NJ, USA : IEEE. 2017.

«Offline handwritten signature verification – literature review»

Hafemann, Luiz G., Sabourin, Robert and Oliveira, Luiz S..”
Seventh International Conference on Image Processing Theory, Tools and Applications (IPTA) (Montreal, QC, Canada, Nov. 28 – Dec. 01, 2017)Piscataway, NJ, USA : IEEE. 2017.

«Dynamic selection of exemplar-SVMs forwatch-list screening through domain adaptation»

Bashbaghi, Saman, Granger, Eric, Sabourin, Robert and Bilodeau, Guillaume-Alexandre.”
6th International Conference on Pattern Recognition Applications and Methods (ICPRAM 2017) (Porto, Portugal, Feb. 24-26, 2017)p. 738-745.SciTePress. 2017.

«On the characterization of the Oracle for dynamic classifier selection»

Souza, Mariana A., Cavalcanti, George D. C., Cruz, Rafael M. O. and Sabourin, Robert.”
International Joint Conference on Neural Networks (IJCNN) (Anchorage, AK, USA, May 08-12, 2017)p. 332-339.IEEE. 2017.

«A two-step cascade classification method»

Silva, Eunelson J., Britto, Alceu S., Oliveira, Luiz S., Enembreck, Fabricio, Sabourin, Robert and Koerich, Alessandro L..”
2017 International Joint Conference on Neural Networks (IJCNN) (Anchorage, AK, USA, May 14-19, 2017)p. 573-580.Piscataway, NJ, USA : IEEE. 2017.

«Analyzing different prototype selection techniques for dynamic classifier and ensemble selection»

Cruz, Rafael M. O., Sabourin, Robert and Cavalcanti, George D. C..”
International Joint Conference on Neural Networks (Anchorage, AK, USA, May 14-19, 2017)p. 3959-3966.IEEE. 2017.

«Meta-regression based pool size prediction scheme for dynamic selection of classifiers»

Roy, Anandarup, Cruz, Rafael M. O., Sabourin, Robert and Cavalcanti, George D. C..”
23rd International Conference on Pattern Recognition (ICPR) (Cancún, México, Dec. 04-08, 2016)p. 216-221.Piscataway, NJ, USA : IEEE. 2016.

«Bayesian hyperparameter optimization for ensemble learning»

Lévesque, Julien-Charles, Gagné, Christian and Sabourin, Robert.”
Conference on Uncertainty in Artificial Intelligence (UAI) (Jersey City, NJ, USA, June 25-29, 2016)p. 437-446.Association for Uncertainty in Artificial Intelligence (AUAI). 2016.

«Contribution of data complexity features on dynamic classifier selection»

Brun, André L., Britto, Alceu S., Oliveira, Luiz S., Enembreck, Fabricio and Sabourin, Robert.”
International Joint Conference on Neural Networks (IJCNN) (Vancouver, BC, Canada, July24-29, 2016)p. 4396-4403.Piscataway, NJ, USA : IEEE. 2016.

«Approaching the intra-class variability in multi-script static signature evaluation»

Diaz, Moises, Ferrer, Miguel A. and Sabourin, Robert.”
23rd International Conference on Pattern Recognition (ICPR) (Cancún, México, Dec. 04-08, 2016)p. 1147-1152.IEEE. 2016.

«ROC-based cost-sensitive classification with a reject option»

Dubos, Clement, Bernard, Simon, Adam, Sebastien and Sabourin, Robert.”
23rd International Conference on Pattern Recognition, (ICPR) (Cancún, México, Dec. 04-08, 2016)p. 3320-3325.IEEE. 2016.

«Multi-script writer identification using dissimilarity»

Bertolini, Diego, Oliveira, Luiz S. and Sabourin, Robert.”
23rd International Conference on Pattern Recognition (ICPR) (Cancún, México, Dec. 04-08, 2016)p. 3025-3030.Piscataway, NJ, USA : IEEE. 2016.

«Analyzing features learned for Offline Signature Verification using Deep CNNs»

Hafemann, Luiz G., Sabourin, Robert and Oliveira, Luiz S..”
23rd International Conference on Pattern Recognition (ICPR) (Cancún, México, Dec. 04-08, 2016)p. 2989-2994.IEEE. 2016.

«Writer-independent feature learning for Offline Signature Verification using Deep Convolutional Neural Networks»

Hafemann, Luiz G., Sabourin, Robert and Oliveira, Luiz S..”
International Joint Conference on Neural Networks(IJCNN) (Vancouver, BC, Canada, July 24-29, 2016)p. 2576-2583.IEEE. 2016.

«Handling concept drifts using dynamic selection of classifiers»

Lisboa De Almeida, Paulo R., Oliveira, Luiz S., De Souza Britto, Alceu and Sabourin, Robert.”
IEEE 28th International Conference on Tools with Artificial Intelligence (ICTAI) (San Jose, CA, USA, Nov. 06-08, 2016)p. 989-995.IEEE Computer Society. 2016.

«Improving writer identification through writer selection»

Bertolini, Diego, Oliveira, Luiz S. and Sabourin, Robert.”
Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications : 20th Iberoamerican Congress, CIARP 2015, Montevideo, Uruguay, November 9-12, 2015, Proceedings (Montevideo, Uruguay, Nov. 9-12, 2015) p. 168-175.Cham : Springer International Publishing. 2015.

«Transducer state prediction system for smart environment intelligent control»

Bassani de Freitas, Marcelo, Cavalcanti, George D. C. and Sabourin, Robert.”
The 4th Brazilian Conference on Intelligent Systems (BRACIS) (Natal, RN, Brazil, Nov. 4-7, 2015)p. 270-275. 2015.

«Ensembles of exemplar-SVMs for video face recognition from a single sample per person»

Bashbaghi, Saman, Granger, Éric, Sabourin, Robert and Bilodeau, Guillaume-Alexandre.”
2015 12th IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS) (Karlsruhe, Germany, Aug. 25-28 2015)IEEE. 2015.

«Video face recognition from a single still image using an adaptive appearance model tracker»

Dewan, M. Ali Akber, Granger, E., Sabourin, R., Marcialis, G. L. and Roli, F..”
2015 IEEE Symposium Series on Computational Intelligence (Cape Town, South Africa, Dec. 7-10, 2015)p. 196-202.IEEE. 2015.

«Transfer learning between texture classification tasks using Convolutional Neural Networks»

Hafemann, Luiz G., Oliveira, Luiz S., Cavalin, Paulo R. and Sabourin, Robert.”
International Joint Conference on Neural Networks (IJCNN) (Killarney, Ireland, July 12-17, 2015)Institute of Electrical and Electronics Engineers Inc.. 2015.

«META-DES.H: A dynamic ensemble selection technique using meta-learning and a dynamic weighting approach»

Cruz, Rafael M. O., Sabourin, Robert and Cavalcanti, George D. C..”
2015 International Joint Conference on Neural Networks (IJCNN) (Killarney, Ireland, July 12-17, 2015)Piscataway, NJ, USA : IEEE. 2015.

«Adaptive classification for person re-identification driven by change detection»

Pagano, C., Granger, E., Sabourin, R., Marcialis, G. L. and Roli, F..”
ICPRAM 2015 – 4th International Conference on Pattern Recognition Applications and Methods, Proceedings (Lisbon, Portugal, Jan. 10-15, 2015)p. 45-55.SciTePress. 2015.

«Adaptive skew-sensitive fusion of ensembles and their application to face re-identification»

De La Torre, Miguel, Granger, Éric and Sabourin, Robert.”
International Joint Conference on Neural Networks 2015 (Killarney, Ireland, July 12-17, 2015) 2015.

«Contextual anomaly detection using log-linear tensor factorization»

Shah, Alpa Jayesh, Desrosiers, Christian and Sabourin, Robert.”
Advances in Knowledge Discovery and Data Mining : 19th Pacific-Asia Conference, PAKDD 2015. Ho Chi Minh City, Vietnam, May 19-22, 2015, Proceedings, Part II (Ho Chi Minh City, Vietnam, May 19-22, 2015) p. 165-176.Cham, Switzerland : Springer International Publishing. 2015.

«Combining overall and local class accuracies in an oracle-based method for dynamic ensemble selection»

Vriesmann, Leila M., Britto, Alceus S. Jr., Oliveira, Luiz S., Koerich, Alessandro L. and Sabourin, Robert.”
2015 International Joint Conference on Neural Networks (IJCNN) (Killarney, Ireland, July 12-17, 2015)Piscataway, NJ, USA : IEEE. 2015.

«Design of fuzzy terminal iterative learning control based on internal model control»

Beauchemin-Turcotte, M., Gauthier, Guy and Sabourin, Robert.”
2014 22nd Mediterranean Conference on Control and Automation (MED) (Palermo, Italy, June 16-19, 2014)p. 463-468.Piscataway, N. J., USA : IEEE. 2014.

«Self-updating with facial trajectories for video-to-video face recognition»

De-la-Torre, M., Granger, Eric, Radtke, P., Sabourin, R. and Gorodnichy, D. O..”
2014 22nd International Conference on Pattern Recognition (ICPR) (Stockholm, Sweden, Aug. 24-28, 2014)p. 1669-1674.Los Alamitos, CA, USA : IEEE Computer Society. 2014.

«Assessing textural features for writer identification on different writing styles and forgeries»

Bertolini, D., Oliveira, L. S., Justino, E. and Sabourin, Robert.”
2014 22nd International Conference on Pattern Recognition (ICPR) (Stockholm, Sweden, Aug. 24-28, 2014)p. 268-272.Los Alamitos, CA, USA : IEEE Computer Society. 2014.

«Watch-list screening using ensembles based on multiple face representations»

Bashbaghi, Saman, Granger, Eric, Sabourin, Robert and Bilodeau, Guillaume-Alexandre.”
Proceedings – International Conference on Pattern Recognition (Stockholm, Sweden, Aug. 24-28, 2014)p. 4489-4494.IEEE. 2014.

«An Individual-Specific Strategy for Management of Reference Data in Adaptive Ensembles for Person Re-Identification»

De-la-Torre, M., Granger, Éric, Sabourin, Robert and Gorodnichy, D. O..”
5th International Conference on Imaging for Crime Detection and Prevention (ICDP 2013) (London, UK, Dec. 16-17, 2013)Stevenage, UK : IET. 2014.

«Dynamic weighted fusion of adaptive classifier ensembles based on changing data streams»

Pagano, Christophe, Granger, Éric, Sabourin, Robert, Marcialis, Gian Luca and Roli, Fabio.”
Artificial Neural Networks in Pattern Recognition. 6th IAPR TC 3 International Workshop, ANNPR 2014. Proceedings (Montreal, QC, Canada, Oct. 6-8, 2014) p. 105-116.Cham, Switzerland : Springer International Publishing. 2014.

«Analyzing dynamic ensemble selection techniques using dissimilarity analysis»

Cruz, Rafael M. O., Sabourin, Robert and Cavalcanti, George D. C..”
Artificial Neural Networks in Pattern Recognition :6th IAPR TC 3 International Workshop, ANNPR 2014, Montreal, QC, Canada, October 6-8, 2014. Proceedings (Montreal, QC, Canada, Oct. 6-8, 2014) p. 59-70.Cham, Switzerland : Springer International Publishing. 2014.

«On meta-learning for dynamic ensemble selection»

Cruz, R. M. O., Sabourin, Robert and Cavalcanti, G. D. C..”
2014 22nd International Conference on Pattern Recognition (ICPR) (Stockholm, Sweden, Aug. 24-28, 2014)p. 1230-1235.Los Alamitos, CA, USA : IEEE Computer Society. 2014.

«Apprentissage multiclasse en environnement incertain»

Bernard, Simon, Chatelain, Clément, Adam, Sébastien and Sabourin, Robert.”
XXième rencontre de la société francophone de classification (Rabat, Maroc, 10-12 sept. 2014) 2014.

«Efficient adaptive face recognition systems based on capture conditions»

Pagano, C., Granger, É., Sabourin, R., Rattani, A., Marcialis, G. L. and Roli, F..”
2014 IEEE Symposium on Computational Intelligence in Biometrics and Identity Management (CIBIM). Proceedings (Orlando, FL, U.S.A, Dec. 9-12, 2014)p. 60-67.Piscataway, NJ, USA : IEEE. 2014.

«Improving signature-based biometric cryptosystems using Cascaded Signature Verification-Fuzzy Vault (SV-FV) approach»

Eskander, George S., Sabourin, Robert and Granger, Éric.”
Proceedings. 2014 14th International Conference on Frontiers in Handwriting Recognition (ICFHR) (Heraklion, Sept. 1-4, 2014)p. 187-192.Los Alamitos, CA, USA : IEEE Computer Society. 2014.

«Offline signature-based fuzzy vault: A review and new results»

Eskander, George S., Sabourin, Robert and Granger, Éric.”
2014 IEEE Symposium on Computational Intelligence in Biometrics and Identity Management (CIBIM) (Orlando, FL, USA, Dec. 9-12, 2014)p. 45-52.IEEE Computer Society. 2014.

«Off-line signature verification using a mixed segmentation»

Farias, William. C., Justino, Edson J. R., Facon, Jacques, Oliveira, Luiz E. S. and Sabourin, Robert.”
Xth Workshop de Visãon Computational (WVC 2014) (Uberlândia, Brazil, Oct. 6-8, 2014)p. 119-124.Universidade Federal de Uberlandia. 2014.

«Securing mass biometric templates using blockwise multi-resolution clustering watermarking»

Rabil, Bassem S., Sabourin, Robert and Granger, Eric.”
Machine Learning and Data Mining in Pattern Recognition : 1st WIPRA Workshop on Intelligent Pattern Recognition and Analysis : Poster and WIPRA Workshop Proceedings (New York, NY, USA, July 19-25, 2013)p. 89-98.Ibai Publishing. 2013.

«Recognition of blowing sound types for real-time implementation in mobile devices»

Carbonneau, M. A., Gagnon, Ghyslain, Sabourin, Robert and Dubois, J..”
2013 IEEE 11th International New Circuits and Systems Conference (NEWCAS) (Paris, France, June 16-19, 2013)Piscataway, N. J., USA : IEEE. 2013.

«On the dissimilarity representation and prototype selection for signature-based bio-cryptographic systems»

Eskander, George S., Sabourin, Robert and Granger, Éric.”
Similarity-Based Pattern Recognition : Second International Workshop, SIMBAD 2013, York, UK, July 3-5, 2013. Proceedings (York, UK, July 3-5, 2013) p. 265-280.Heidelberg, Germany : Springer Verlag. 2013.

«A dissimilarity-based approach for biometric fuzzy vaults – Application to handwritten signature images»

Eskander, George S., Sabourin, Robert and Granger, Éric.”
New Trends in Image Analysis and Processing – ICIAP 2013 International Workshops, Naples, Italy, September 9-13, 2013. Proceedings (Naples, Italy, Sept. 9-13, 2013) p. 95-102.Heidelberg, Germany : Springer Verlag. 2013.

«Evolving classifier ensembles using dynamic multi-objective swarm intelligence»

Connolly, Jean-François, Granger, Éric and Sabourin, Robert.”
Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods (Barcelona, Spain, Feb. 15-18, 2013)p. 206-215.SciTePress. 2013.

«Dissimilarity representation for handwritten signature verification»

Eskander, George S., Sabourin, Robert and Granger, Eric.”
CEUR Workshop Proceedings (Washington D.C., USA, Aug. 22-23, 2013)p. 26-30.CEUR-WS. 2013.

«Towards automated transactions based on the offline handwritten signatures»

Eskander, George S., Sabourin, Robert and Granger, Eric.”
Machine Learning and Data Mining in Pattern Recognition : 1st WIPRA Workshop on Intelligent Pattern Recognition and Analysis : Poster and WIPRA Workshop Proceedings (New York, NY, USA, July 19-25, 2013)p. 141-150.Ibai Publishing. 2013.

«Single classifier based multiple classifications»

Ko, Albert Hung-Ren and Sabourin, Robert.”
Multiple Classifier Systems : 11th International Workshop, MCS 2013, Nanjing, China, May 15-17, 2013. Proceedings (Nanjing, China, May 15-17, 2013) p. 134-145.Springer-Verlag. 2013.

«Ensembles of budgeted kernel support vector machines for parallel large scale learning»

Lévesque, Julien-Charles, Gagné, Christian and Sabourin, Robert.”
NIPS Workshop on Big Learning: Advances in Algorithms and Data Management (Lake Tahoe, NV, USA, Dec 9, 2013) 2013.

«Adaptive ensemble selection for face re-identification under class imbalance»

Radtke, Paulo, Sabourin, Robert and Gorodnichy, Dmitry.”
Multiple Classifier Systems : 11th International Workshop, MCS 2013, Nanjing, China, May 15-17, 2013. Proceedings (Nanjing, China, May 15-17, 2013)p. 95-108.Springer-Verlag. 2013.

«Comparison of adaptive appearance methods for tracking faces in video surveillance»

Dewan, M. Ali Akber, Granger, Éric, Roli, F., Sabourin, Robert and Marcialis, G. L..”
5th International Conference on Imaging for Crime Detection and Prevention, ICDP 2013 (London, UK, Dec. 16-17, 2013)Institution of Engineering and Technology. 2013.

«A comparison of adaptive matchers for screening of faces in video surveillance»

De-la-Torre, M., Radtke, P. V. W., Granger, Éric, Sabourin, Robert and Gorodnichy, D. O..”
2012 IEEE Symposium on Computational Intelligence for Security and Defence Applications (CISDA) (Ottawa, ON, Canada, July 11-13, 2012)Piscataway, NJ, USA : IEEE. 2012.

«On the correlation between genotype and classifier diversity»

Connolly, Jean-François, Granger, Éric and Sabourin, Robert.”
21st International Conference on Pattern Recognition (ICPR) (Tsukuba, Japan, Nov. 11-15, 2012)p. 1068-1071.Piscataway, NJ : Institute of Electrical and Electronics Engineers Inc.. 2012.

«Efficient cost-sensitive human-machine collaboration for offline signature verification»

Coetzer, Johannes, Swanepoel, Jacques and Sabourin, Robert.”
Document Recognition and Retrieval XIX (Burlingame, CA, USA, Jan. 25-26, 2012 ) Burlingame, CA, USA : SPIE. 2012.

«Detecting bearing defects under high noise levels: A classifier fusion approach»

Batista, Luana, Badri, Bechir, Sabourin, Robert and Thomas, Marc.”
38th Annual Conference on IEEE Industrial Electronics Society, IECON 2012 (Montreal, QC, Canada, Oct. 25-28, 2012)p. 3880-3886.Washington, DC : IEEE Computer Society. 2012.

«Gaussian mixture modeling for dynamic particle swarm optimization of recurrent problems»

Vellasques, Eduardo, Sabourin, Robert and Granger, Éric.”
GECCO\’12 : Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference (Philadelphia, PA, USA, July 7-11, 2012)p. 73-80.New York, N.Y. : Association for Computing Machinery. 2012.

«Detector ensembles for face recognition in video surveillance»

Pagano, Christophe, Granger, Éric, Sabourin, Robert and Gorodnichy, Dmitry O..”
The 2012 International Joint Conference on Neural Networks (IJCNN) (Brisbane, Australia, June 10-15, 2012)Piscataway, N.J. : Institute of Electrical and Electronics Engineers Inc.. 2012.

«Incremental update of biometric models in face-based video surveillance»

De-la-Torre, M., Granger, Éric, Radtke, P. V. W., Sabourin, Robert and Gorodnichy, D. O..”
The 2012 International Joint Conference on Neural Networks (IJCNN) (Brisbane, Australia, June 10-15, 2012)Piscataway, NJ, USA : IEEE. 2012.

«Multi-objective evolutionary optimization for generating ensembles of classifiers in the ROC space»

Levesque, Julien-Charles, Durand, Audrey, Gagne, Christian and Sabourin, Robert.”
GECCO\’12 : Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference (Philadelphia, PA, USA, July 7-11, 2012)p. 879-886.New-York, NY : Association for Computing Machinery. 2012.

«A parallel watermarking application on a GPU»

Garcia-Cano, Edgar C., Rabil, Bassem S. and Sabourin, Robert.”
Congreso internacional de investigacin̤ en nuevas tecnologa̕s informt̀icas (CIINTI 2012) (Tunja, Colombia, Sept. 14, 2012)Tunja Universidad Santo Toms̀. 2012.

«Adaptation of writer-independent systems for offline signature verification»

Eskander, George S., Sabourin, Robert and Granger, Éric.”
2012 International Conference on Frontiers in Handwriting Recognition (ICFHR) (Bari, Italy, Sept.18-20, 2012)p. 434-439.Los Alamitos, CA : IEEE Computer Society. 2012.

«Combining textural descriptors for forest species recognition»

Martins, J. G., Oliveira, L. S. and Sabourin, Robert.”
38th Annual Conference on IEEE Industrial Electronics Society, IECON 2012 (Montreal, QC, Canada, Oct. 25-28, 2012)p. 1483-1488.Washington, DC : IEEE Computer Society. 2012.

«Assessing handwitten digit segmentation algorithms»

Ribas, Felipe, Oliveira, Luiz S., Britto Jr, Alceu S. and Sabourin, Robert.”
SAC 2012 Proceedings of the 27th Annual ACM Symposium on Applied Computing (Trento, Italy, Mar. 26-30, 2012)p. 772-776.Association for Computing Machinery. 2012.

«Adaptive selection of ensembles for imbalanced class distributions»

Radtke, Paulo V. W., Granger, Éric, Sabourin, Robert and Gorodnichy, Dmitry.”
21st International Conference on Pattern Recognition (ICPR) (Tsukuba, Japan, Nov. 11-15, 2012)p. 2980-2984.Piscataway, NJ : Institute of Electrical and Electronics Engineers Inc.. 2012.

«Impact of classifier prototyping on classification systems optimization»

Radtke, P., Sabourin, R. and Wong, T..”
VIIth Workshop on Computer Vision (Curitiba, Brazil, May 22-25, 2011)p. 312-317. 2011.

«Exploring the upper bound performance limit of iris biometrics using score calibration and fusion»

Gorodnichy, Dmitry O., Dubrofsky, Elan, Hoshino, Richard, Khreich, Wael, Granger, Éric and Sabourin, Robert.”
IEEE Workshop on Computational Intelligence in Biometrics and Identity Management (CIBIM) (Paris, France, Apr. 11-15, 2011)p. 54-61.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2011.

«Incremental boolean combination of classifiers»

Khreich, Wael, Granger, Éric, Miri, Ali and Sabourin, Robert.”
10th International Workshop on Multiple Classifier Systems (MCS) (Naples, Italy, June 15-17, 2011) Coll. « Lecture Notes in Computer Science », vol. 6713.p. 340-349.Germany : Springer Verlag. 2011.

«Dynamic ensemble selection for off-line signature verification»

Batista, Luana, Granger, Éric and Sabourin, Robert.”
10th International Workshop on Multiple Classifier Systems (MCS) (Naples, Italy, June 15-17, 2011) Coll. « Lecture Notes in Computer Science », vol. 6713.p. 157-166.Germany : Springer Verlag. 2011.

«Watermarking stack of grayscale face images as dynamic multi-objective optimization problem»

Rabil, Bassem S., Sabourin, Robert and Granger, Éric.”
International Conference on Mass Data Analysis of Images and Signals in Medicine, Biotechnology, Chemistry and Food Industry (New York, NY, USA, Aug. 30-Sept. 3, 2011)p. 63-77.Germany : IbaI Publishing. 2011.

«Dynamic zoning selection for handwritten character recognition»

Hirabara, Luciane Y., Aires, Simone B. K., Freitas, Cinthia O. A., Britto Jr, Alceu S. and Sabourin, Robert.”
16th Iberoamerican Congress on Pattern Recognition (CIARP) (Pucon, Chile, Nov. 15-18, 2011) p. 507-514.Berlin, Germany : Springer Verlag. 2011.

«Classifier ensembles optimization guided by population oracle»

Dos Santos, Eulanda M. and Sabourin, Robert.”
IEEE Congress of Evolutionary Computation (CEC) (New Orleans, LA, USA, June 5-8, 2011)p. 693-698.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2011.

«Impact of watermarking on offline signature verification in intelligent bio-watermarking systems»

Rabil, Bassem S., Sabourin, Robert and Granger, Éric.”
IEEE Workshop on Computational Intelligence in Biometrics and Identity Management (CIBIM) (Paris, France, Apr. 11-15, 2011)p. 13-20.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2011.

«Signature based Fuzzy Vaults with boosted feature selection»

Eskander, George S., Sabourin, Robert and Granger, Éric.”
IEEE Workshop on Computational Intelligence in Biometrics and Identity Management (CIBIM) (Paris, France, Apr. 11-15, 2011)p. 131-138.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2011.

«Comparing dynamic PSO algorithms for adapting classifier ensembles in video-based face recognition»

Connolly, Jean-François, Granger, Éric and Sabourin, Robert.”
IEEE Workshop on Computational Intelligence in Biometrics and Identity Management (CIBIM) (Paris, France, Apr. 11-15, 2011)p. 1-8.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2011.

«Forest species recognition using color-based features»

Paula Filho, P. L., Oliveira, Luis S., Britto, Alceu de Souza and Sabourin, Robert.”
20th International Conference on Pattern Recognition (ICPR) (Istanbul, Turkey, Aug. 23-26, 2010)p. 4178-4181.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers Inc.. 2010.

«Intelligent watermarking with multi-objective population based incremental learning»

Rabil, Bassem S., Sabourin, Robert and Granger, Éric.”
6th International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP) (Darmstadt, Germany, Oct. 15-17, 2010)p. 131-134.Los Alamitos, CA : Institute of Electrical and Electronics Engineers Computer Society. 2010.

«Intelligent watermarking of document images as a dynamic optimization problem»

Vellasques, Eduardo , Sabourin, Robert and Granger, Éric.”
6th International Conference on Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP) (Darmstadt, Germany, Oct. 15-17, 2010)p. 139-142.Los Alamitos, CA : Institute of Electrical and Electronics Engineers Computer Society. 2010.

«Using additional neighborhood information in a dynamic ensemble selection method : improving the KNORA approach»

Vriesmann, Leila Maria, Britto, Alceu de Souza, Oliveira, Luiz S., Sabourin, Robert and Ko, Albert Hung-Ren.”
17th International Conference on Systems, Signals and Image Processing (IWSSIP) (Rio de Janeiro, Brazil, June 17-19, 2010) 2010.

«A multi-classifier system for off-line signature verification based on dissimilarity representation»

Batista, Luana, Granger, Éric and Sabourin, Robert.”
9th International Workshop on Multiple Classifier Systems (MCS) (Cairo, Egypt, Apr. 7-9, 2010) Coll. « Lecture Notes in Computer Science », vol. 5997.p. 264-273.Berlin, Germany : Springer Verlag. 2010.

«Adaptive incremental learning with an ensemble of support vector machines»

Kapp, Marcelo N., Sabourin, Robert and Maupin, Patrick.”
20th International Conference on Pattern Recognition (ICPR) (Istanbul, Turkey, Aug. 23-26, 2010)p. 4048-4051.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers Inc.. 2010.

«Applying dissimilarity representation to off-line signature verification»

Batista, Luana, Granger, Éric and Sabourin, Robert.”
20th International Conference on Pattern Recognition (ICPR) (Istanbul, Turkey, Aug. 23-26, 2010)p. 1293-1297.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2010.

«An adaptive ensemble of fuzzy ARTMAP neural networks for video-based face classification»

Connolly, Jean-François, Granger, Éric and Sabourin, Robert.”
IEEE Congress on Evolutionary Computation (Barcelona, Spain, July 18-23, 2010)Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2010.

«Boolean combination of classifiers in the ROC space»

Khreich, Wael, Granger, Éric, Miri, Ali and Sabourin, Robert.”
20th International Conference on Pattern Recognition (ICPR) (Istanbul, Turkey, Aug. 23-26, 2010)p. 4299-4303.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2010.

«Dynamic selection of ensembles of classifiers using contextual information»

Cavalin, Paulo Rodrigo, Sabourin, Robert and Suen, Ching Y..”
9th International Workshop on Multiple Classifier Systems (MCS) (Cairo, Egypt, Apr. 7-9, 2010) Coll. « Lecture Notes in Computer Science », vol. 5997.p. 145-154.Berlin, Germany : Springer Verlag. 2010.

«Combining hidden Markov models for improved anomaly detection»

Khreich, Wael, Granger, Éric, Sabourin, Robert and Miri, Ali.”
IEEE International Conference on Communications (ICC) (Dresden, Germany, June 14-18, 2009)Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2009.

«A multi-hypothesis approach for off-line signature verification with HMMs»

Batista, Luana, Granger, Éric and Sabourin, Robert.”
10th International Conference on Document Analysis and Recognition (ICDAR) (Barcelona, Spain, July 26-29, 2009)p. 1315-1319.Washington, D.C. : Institute of Electrical and Electronics Engineers Computer Society. 2009.

«Evaluation of different strategies to optimize an HMM-based character recognition system»

Santos, Murilo, Ko, Albert Hung-Ren, Oliveira, Luis S., Sabourin, Robert, Koerich, Alessandro L. and Britto, Alceu de Souza.”
10th International Conference on Document Analysis and Recognition (ICDAR) (Barcelona, Spain, July 26-29, 2009)p. 666-670.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers Computer Society. 2009.

«A comparison of techniques for on-line incremental learning of HMM parameters in anomaly detection»

Khreich, Wael, Granger, Éric, Miri, Ali and Sabourin, Robert.”
IEEE Symposium on Computational Intelligence for Security and Defense Applications (CISDA) (Ottawa, Ont., Canada, July 8-10, 2009)Washington, D.C. : Institute of Electrical and Electronics Engineers Computer Society. 2009.

«A PSO-based framework for dynamic SVM model selection»

Kapp, Marcelo N., Sabourin, Robert and Maupin, Patrick.”
11th Annual Genetic and Evolutionary Computation Conference (GECCO) (Montréal, Canada, July 8-12, 2009)p. 1227-1234.New York, NY, USA : Association for Computing Machinery. 2009.

«Document reconstruction using dynamic programming»

Pimenta, André, Justino, Edson José Rodrigues, Oliveira, Luis S. and Sabourin, Robert.”
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (Taipei, Taiwan, April 19-24, 2009)p. 1393-1396.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers Inc.. 2009.

«Handwritten word recognition using multi-view analysis»

de Oliveira, J. J., de A. Freitas, C. O., de Carvalho, J. M. and Sabourin, Robert.”
Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications : 14th Iberoamerican Conference on Pattern Recognition, CIARP 2009, Guadalajara, Jalisco, Mexico, November 15-18, 2009. Proceedings (Guadalajara, Jalisco, Mexico, Nov. 15-18, 2009) p. 371-378.Berlin, Germany : Springer Verlag. 2009.

«Incremental adaptation of fuzzy ARTMAP neural networks for video-based face classification»

Connolly, Jean-François, Granger, Éric and Sabourin, Robert.”
IEEE Symposium on Computational Intelligence for Security and Defense Applications (CISDA) (Ottawa, Ont., Canada, July 8-10, 2009)Washington, D.C. : Institute of Electrical and Electronics Engineers Computer Society. 2009.

«Combinando caracteristicas complementares em modelos escondidos de markov: uma otimizaçao para o reconhecimento de caracteres manuscritos»

Santos, M., Oliveira, L., Sabourin, Robert, Koerich, A. and Britto Jr., A..”
Conferencia Latinoamericana de Informatica (CLEI) (Santa Fe, Argentina, Sept. 8-12, 2008)p. 260-269. 2008.

«Evaluation of incremental learning algorithms for an HMM-based handwritten isolated digits recognizer»

Cavalin, Paulo R., Sabourin, Robert, Suen, Ching Y. and Britto Jr., Alceu S..”
11th International Conference on Frontiers in Handwriting Recognition (ICFHR) (Montreal, Canada, Aug. 19-21, 2008) 2008.

«Overfitting in the selection of classifier ensembles : a comparative study between PSO and GA»

Dos Santos, Eulanda M., Sabourin, Robert, Oliveira, Luiz S. and Maupin, Patrick.”
10th Annual Genetic and Evolutionary Computation Conference (GECCO) (Atlanta, GA, USA, Jul. 12-16, 2008)p. 1423-1424.New York, NY, USA : Association for Computing Machinery. 2008.

«Ensemble of classifiers for off-line signature verification»

Bertolini, D., Oliveira, L.S., Justino, E. and Sabourin, Robert.”
IEEE International Conference on Systems, Man and Cybernetics (SMC) (Singapore, Singapore, Oct.12-15, 2008)p. 283-288.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2008.

«Fusion of biometric systems using one-class classification»

Bergamini, Cheila, Oliveira, Luiz S., Koerich, Alessandro L. and Sabourin, Robert.”
IEEE International Joint Conference on Neural Networks (IJCNN) (Hong Kong, China, June 1-8, 2008)p. 1308-1313.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2008.

«The implication of data diversity for a classifier-free ensemble selection in random subspaces»

Ko, Albert Hung-Ren, Sabourin, Robert, De Soares Oliveira, Luiz E. and De Britto Jr, Alceu Souza.”
19th International Conference on Pattern Recognition (ICPR) (Tampa, FL, USA, Dec. 8-11, 2008)Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers Computer Society. 2008.

«Pareto analysis for the selection of classifier ensembles»

Dos Santos, Eulanda M., Sabourin, Robert and Maupin, Patrick.”
10th Annual Genetic and Evolutionary Computation Conference (GECCO) (Atlanta, GA, USA, Jul. 12-16, 2008)p. 681-688.New York, NY, USA : Association for Computing Machinery. 2008.

«Supervised incremental learning with the fuzzy ARTMAP neural network»

Connolly, Jean-François, Granger, Éric and Sabourin, Robert.”
Artificial Neural Networks in Pattern Recognition. Third IAPR Workshop (ANNPR) (Paris, France, Jul. 2-4, 2008) p. 66-77.Berlin, Germany : Springer Verlag. 2008.

«Brazilian forensic letter database»

Freitas, Cinthia O. A., Oliveira, Luiz S., Sabourin, Robert and Bortolozzi, Flàvio.”
11th International Conference on Frontiers in Handwriting Recognition (ICFHR) (Montreal, Canada, Aug. 19-21, 2008) 2008.

«A new HMM training and testing scheme»

Ko, Albert Hung-Ren, Sabourin, Robert and De Souza Britto Jr, Alceu S..”
19th International Conference on Pattern Recognition (ICPR) (Tampa, FL, USA, Dec. 8-11, 2008)Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers Computer Society. 2008.

«A comparison of fuzzy ARTMAP and Gaussian ARTMAP neural networks for incremental learning»

Granger, Éric, Connolly, Jean-Francois and Sabourin, Robert.”
IEEE International Joint Conference on Neural Networks (IJCNN) (Hong Kong, China, June 1-8, 2008)p. 3305-3312.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2008.

«Using the RRT algorithm to optimize classification systems for handwritten digits and letters»

Radtke, Paulo V. W., Sabourin, Robert and Wong, Tony.”
23rd Annual ACM Symposium on Applied Computing (SAC) (Fortaleza, Ceara, Brazil, March 16-20, 2008)p. 1748-1752.New York, NY, USA : Association for Computing Machinery. 2008.

«Applying pairwise fusion matrix on fusion functions for classifier combination»

Ko, Albert Hung Ren, Sabourin, Robert and de Souza Britto, Alceu.”
Multiple Classifier Systems 7th International Workshop, MCS 2007, Prague, Czech Republic, May 23-25, 2007. Proceedings (Prague, Czech Republic, May 23-25, 2007) p. 302-311.Heidelberg, Gremany : Springer. 2007.

«K-nearest oracle for dynamic ensemble selection»

Ko, Albert Hung-Ren, Sabourin, Robert and de Souza Britto, Alceu.”
9th International Conference on Document Analysis and Recognition (ICDAR) (Curitiba, Brazil, Sept. 23-26, 2007)p. 422-426.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2007.

«Off-line signature verification using writer-independent approach»

Oliveira, Luiz S., Justino, Edson and Sabourin, Robert.”
International Joint Conference on Neural Networks (IJCNN) (Orlando, FL, USA, Aug. 12-17, 2007)p. 2538-2543.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2007.

«A new dynamic ensemble selection method for numeral recognition»

Ko, Albert Hung-Ren, Sabourin, Robert and de Souza Britto, Alceu.”
Multiple Classifier Systems 7th International Workshop, MCS 2007, Prague, Czech Republic, May 23-25, 2007. Proceedings (Prague, Czech Republic, May 23-25, 2007) p. 431-439.Heidelberg, Germany : Springer. 2007.

«A quantitative comparison between MOGAs and the RRT algorithm on classification systems optimization»

Radtke, Paulo V. W., Sabourin, Robert and Wong, Tony.”
Brazilian Meeting on Artificial Intelligence (ENIA : Encontro Nacional de Inteligência Artificial) (Rio de Janeiro, Brazil, July 3-6, 2007)p. 1460-1468. 2007.

«Annealing based approach to optimize classification system»

Radtke, P.V., Sabourin, Robert and Wong, Tony.”
International Joint Conference on Neural Networks (IJCNN) (Orlando, FL, USA, Aug. 12-17, 2007)p. 2616-2620.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2007.

«A new HMM-based ensemble generation method for numeral recognition»

Ko, Albert Hung-Ren, Sabourin, Robert and de Souza Britto, Alceu.”
Multiple Classifier Systems 7th International Workshop, MCS 2007, Prague, Czech Republic, May 23-25, 2007. Proceedings (Prague, Czech Republic, May 23-25, 2007) p. 52-61.Heidelberg, Gremany : Springer. 2007.

«An empirical study on diversity measures and margin theory for ensembles of classifiers»

Kapp, Marcelo N., Sabourin, Robert and Maupin, Patrick.”
10th International Conference on Information Fusion (Quebec, Canada, Jul. 9-12, 2007)Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2007.

«Distance-based disagreement classifiers combination»

Freitas, C. O. A., Carvalho, J. M., Oliveira, J. J. Jnr, Aires, S. B. K. and Sabourin, Robert.”
International Joint Conference on Neural Networks (IJCNN) (Orlando, FL, USA, Aug. 12-17, 2007)p. 2729-2733.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2007.

«Confusion matrix disagreement for multiple classifiers»

Freitas, Cinthia O. A., De Carvalho, Joao M., Oliveira Jr, Jose Josemar, Aires, Simone B. K. and Sabourin, Robert.”
Progress in Pattern Recognition, Image Analysis and Applications :12th Iberoamericann Congress on Pattern Recognition, CIARP 2007, Valparaiso, Chile, November 13-16, 2007. Proceedings (Vina del Mar-Valparaiso, Chile, Nov.13-16, 2007) p. 387-396.Heidelberg, Germany : Springer Verlag. 2007.

«A human-centric off-line signature verification system»

Coetzer, Hanno and Sabourin, Robert.”
9th International Conference on Document Analysis and Recognition (ICDAR) (Curitiba, Brazil, Sept. 23-26, 2007)p. 153-157.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2007.

«Ambiguity-guided dynamic selection of ensemble of classifiers»

dos Santos, Eulanda M., Sabourin, Robert and Maupin, Patrick.”
10th International Conference on Information Fusion (Quebec, Canada, Jul. 9-12, 2007)Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers Computer Society. 2007.

«A new objective function for ensemble selection in random subspaces»

Ko, Albert Hung Ren, Sabourin, Robert and Britto, Alceu de Souza.”
18th International Conference on Pattern Recognition (ICPR) (Hong Kong, China, Aug. 20-24, 2006)p. 185-188.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2006.

«An implicit segmentation-based method for recognition of handwritten strings of characters»

Cavalin, P. R., de Souza Britto, A., Bortolozzi, F., Sabourin, Robert and Soares Oliveira, L. E..”
ACM Symposium on Applied Computing (SAC) (Dijon, France, April 23-27, 2006)p. 836-840.New York, NY, USA : ACM Press. 2006.

«Particle swarm optimization of fuzzy ARTMAP parameters»

Granger, Éric, Henniges, P., Oliveira, L.S. and Sabourin, Robert.”
International Joint Conference on Neural Networks (IJCNN) (Vancouver, Canada, Jul. 16-21, 2006)p. 2060-2067.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2006.

«An evaluation of over-fit control strategies for multi-objective evolutionary optimization»

Radtke, P.V.W., Wong, Tony and Sabourin, Robert.”
International Joint Conference on Neural Networks (IJCNN) (Vancouver, Canada, Jul. 16-21, 2006)p. 3327-3334.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2006.

«“One against one” or “one against all” : which one is better for handwriting recognition with SVMs?»

Milgram, Jonathan, Cheriet, Mohamed and Sabourin, Robert.”
10th International Workshop on Frontiers in Handwriting Recognition (IWFHR) (La Baule, France, Oct. 23-26, 2006)p. 181-186. 2006.

«Impact of fuzzy ARTMAP match tracking strategies on the recognition of handwritten digits»

Henniges, Philippe, Granger, Éric, Sabourin, Robert and Oliveira, Luiz S..”
Smart systems engineering : infra-structure systems engineering, bio-informatics and computational biology and evolutionary computation : proceedings of the Artificial Neural Networks in Engineering Conference (ANNIE 2006) (Saint-Louis, MO, USA, Nov. 5-8, 2006) p. 465-472.ASME. 2006.

«Evolving ensemble of classifiers in random subspace»

Ko, Albert Hung-Ren, Sabourin, Robert and De Souza Britto Jr, Alceu.”
8th annual conference on Genetic and Evolutionary Computation Conference (GECCO) (Seattle, WA, USA, July 8-12, 2006)p. 1473-1480.New York, NY, USA : ACM Press. 2006.

«Single and multi-objective genetic algorithms for the selection of ensemble of classifiers»

Dos Santos, E.M., Sabourin, Robert and Maupin, P..”
International Joint Conference on Neural Networks (IJCNN) (Vancouver, Canada, Jul. 16-21, 2006)p. 3070-3077.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2006.

«Modeling segmentation cuts using support vector machines»

Vellasques, E., Oliveira, L.S., Britto Jr, A. S., Koerich, A. L. and Sabourin, Robert.”
10th International Workshop on Frontiers in Handwriting Recognition (IWFHR) (La Baule, France, Oct. 23-26, 2006)p. 41-46. 2006.

«Combining diversity and classification accuracy for ensemble selection in random subspaces»

Ko, Albert H. R., Sabourin, Robert and Britto Jr., Alceu.”
International Joint Conference on Neural Networks (IJCNN) (Vancouver, Canada, Jul. 16-21, 2006)p. 2144-2151.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2006.

«Classification system optimization with multi-objective genetic algorithms»

Radtke, Paulo V. W., Sabourin, Robert and Wong, Tony.”
10th International Workshop on Frontiers in Handwriting Recognition (IWFHR) (La Baule, France, Oct. 23-26, 2006)p. 331-336. 2006.

«Feature selection techniques for classification of satellite images with fuzzy ARTMAP neural networks»

Rivard, Dominique, Granger, Éric and Sabourin, Robert.”
Intelligent Engineering Systems through Artificial Neural Networks (Saint-Louis, MO, USA, Nov. 5-8, 2006)p. 479-486.ASME. 2006.

«Fusing high- and low level features for handwritten word recognition»

Koerich, Alessandro L., Britto Jr, Alceu S., Oliveira, Luiz E. S. and Sabourin, Robert.”
10th International Workshop on Frontiers in Handwriting Recognition (IWFHR) (La Baule, France, Oct. 23-26, 2006)p. 151-156. 2006.

«Intelligent feature extraction for ensemble of classifiers»

Radtke, P.V.M., Sabourin, Robert and Wong, Tony.”
8th International Conference on Document Analysis and Recognition (ICDAR) (Seoul, South Korea, Aug. 29-Sept. 1, 2005)p. 866-870.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2005.

«A multi-objective memetic algorithm for intelligent feature extraction»

Radtke, P., Wong, Tony and Sabourin, Robert.”
Evolutionary Multi-Criterion Optimization Third International Conference, EMO 2005, Guanajuato, Mexico, March 9-11, 2005. Proceedings (Guanajuato, Mexico, March 9-11, 2005) p. 767-781.Berlin, Germany : Springer-Verlag. 2005.

«Multi-objective genetic algorithms to create ensemble of classifiers»

Oliveira, Luiz S., Morita, Marisa, Sabourin, Robert and Bortolozzi, Flavio.”
Evolutionary Multi-Criterion Optimization : Third International Conference, EMO 2005, Guanajuato, Mexico, March 9-11, 2005,Proceedings (Guanajuato, Mexico, March 9-11, 2005) p. 592-606.Berlin, Germany : Springer-Verlag. 2005.

«Perceptual zoning for handwritten character recognition»

Aires, Simone B. K., Freitas, Cinthia O. A., Bortolozzi, Flávio and Sabourin, Robert.”
12th Conference of the International Graphonomics Society (IGS) (Salerno, Italy, June 26-29, 2005)p. 178-182.USA : International Graphonomics Society. 2005.

«Factors of overtraining with fuzzy ARTMAP neural networks»

Henniges, Philippe, Granger, Éric and Sabourin, Robert.”
IEEE International Joint Conference on Neural Networks (IJCNN) (Montreal, Canada, Jul. 31-Aug. 4, 2005)p. 1075-1080.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2005.

«The graphology applied to signature verification»

Oliveira, Luiz S., Justino, Edson, Freitas, Cinthia and Sabourin, Robert.”
12th Conference of the International Graphonomics Society (IGS) (Salerno, Italy, June 26-29, 2005)p. 286-290.USA : International Graphonomics Society. 2005.

«ASHRAE standard\’s 62 multiple spaces equation for design and control»

Nassif, N., Kajl, Stanislaw and Sabourin, Robert.”
Proceedings from 10th International Conference on Indoor Air Quality and Climate (Beijing, China, Sept. 4-9, 2005)International Society of Indoor Air Quality and Climate. 2005.

«Estimating accurate multi-class probabilities with support vector machines»

Milgram, J., Cheriet, Mohamed and Sabourin, Robert.”
IEEE International Joint Conference on Neural Networks (IJCNN) (Montreal, Canada, Jul. 31-Aug. 4, 2005)p. 1906-1911.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2005.

«Optimal operation of VAV air-conditioning system»

Nassif, N., Kajl, Stanislaw and Sabourin, Robert.”
Air Conditioning, Protection & District Heating 2005 : XI International Conference, Wroclaw – Szklarska, 23-26 June 2005(Wroclaw, Poland, June 23-26, 2005)p. 435-440.Wroclaw : Edition PZITS. 2005.

«A hybrid multi-objective evolutionary algorithm for the uncapacitated exam proximity problem»

Côté, Pascal, Wong, Tony and Sabourin, Robert.”
Practice and Theory of Automated Timetabling V : 5th International Conference, PATAT 2004, Pittsburgh, PA, USA, August 18-20, 2004, Revised Selected Papers (Pittsburgh, PA, USA, Aug. 18-20, 2004) p. 294-312.Berlin, Germany : Springer-Verlag. 2005.

«Improving cascading classifiers with particle swarm optimization»

Oliveira, L., Britto, A. and Sabourin, Robert.”
8th International Conference on Document Analysis and Recognition (ICDAR) (Seoul, South Korea, Aug. 29-Sept. 1, 2005)p. 570-574.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers 2005.

«A synthetic database to assess segmentation algorithms»

Oliveira, L., Britto, A. and Sabourin, Robert.”
8th International Conference on Document Analysis and Recognition (ICDAR) (Seoul, South Korea, Aug. 29-Sept. 1, 2005)p. 207-211.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers Computer Society. 2005.

«Simplified model-based optimal control of VAV air-conditioning system»

Nassif, Nabil, Kajl, Stanislaw and Sabourin, Robert.”
IBPSA 2005 – International Building Performance Simulation Association 2005 (Montreal, QC, Canada, Aug. 15-18, 2005)p. 823-830.USA : International Building Performance Simulation Association. 2005.

«Optimizing class-related thresholds with particle swarm optimization»

Oliveira, Luiz, Britto, Alceu de Souza and Sabourin, Robert.”
IEEE International Joint Conference on Neural Networks (IJCNN) (Montreal, Canada, Jul. 31-Aug. 4, 2005)p. 1511-1516.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2005.

«Proposition d\’un classificateur en cascade : application à la reconnaissance de police de caractèrs rares»

Duong, Jean, Sabourin, Robert and Emptoz, Hubert.”
Actes du huitième Colloque international francophone sur l\’écrit et le document, CIFED\’04, 21 – 25 juin 2004, La Rochelle (La Rochelle, France, 21-25 juin 2004)p. 231-236. 2004.

«Two-stage classification system combining model-based and discriminative approaches»

Milgram, Jonathan, Sabourin, Robert and Cheriet, Mohamed.”
17th International Conference on Pattern Recognition (ICPR) (Cambridge, UK, Aug. 23-26, 2004)p. 152-155.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2004.

«A hybrid MOEA for the capacitated exam proximity problem»

Wong, Tony, Côté, Pascal and Sabourin, Robert.”
Congress on Evolutionary Computation (CEC) (Portland, OR, USA, June 19-23, 2004)p. 1495-1501.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2004.

«An off-line signature verification method based on the questioned document expert\’s approach and a neural network classifier»

Santos, Cesar, Justino, Edson J. R., Bortolozzi, Flavio and Sabourin, Robert.”
Ninth International Workshop on Frontiers in Handwriting Recognition (IWFHR-9) (Tokyo, Japan, Oct. 26-29, 2004)p. 498-502.IEEE Computer Society. 2004.

«An optimized hill climbing algorithm for feature subset selection : evaluation on handwritten character recognition»

Nunes, Carlos M., De Britto Jr, Alceu S., Kaestner, Celso A. A. and Sabourin, Robert.”
Ninth International Workshop on Frontiers in Handwriting Recognition (IWFHR) (Tokyo, Japan, Oct. 26-29, 2004)p. 365-370.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2004.

«Système de classification à deux niveaux de décision combinant approche par modélisation et machines à vecteurs de support»

Milgram, Jonathan, Sabourin, Robert and Cheriet, Mohamed.”
Actes du huitième Colloque international francophone sur l\’écrit et le document, CIFED\’04, 21 – 25 juin 2004, La Rochelle (La Rochelle, France, 21-25 juin 2004)p. 25-29. 2004.

«Application of a hybrid multi-objective evolutionary algorithm to the uncapacitated exam proximity problem»

Côté, Pascal, Wong, Tony and Sabourin, Robert.”
The Practice and Theory of Automated Timetabling V : 5th International Conference on Practice and Theory of Automated Timetabling (PATAT) (Pittsburgh, PA, USA, Aug. 18-20, 2004)p. 151-168. 2004.

«Support vector machines for handwritten numerical string recognition»

Oliveira, Luiz S. and Sabourin, Robert.”
Ninth International Workshop on Frontiers in Handwriting Recognition (IWFHR-9) (Tokyo, Japan, Oct. 26-29, 2004)p. 39-44.Los Alamitos, CA, USA : Institute of electrical and Electronics Engineers Computer Society. 2004.

«Fast two-level HMM decoding algorithm for large vocabulary handwriting recognition»

Koerich, Alessandro L., Sabourin, Robert and Suen, Ching Y..”
Ninth International Workshop on Frontiers in Handwriting Recognition (IWFHR-9) (Tokyo, Japan, Oct. 26-29, 2004)p. 232-237.Los Alamitos, CA, USA : Institute of electrical and Electronics Engineers Computer Society. 2004.

«Handwritten brazilian month recognition : an analysis of two NN architectures and a rejection mechanism»

Kapp, Marcello N., Freitas, Cinthia O. De A. and Sabourin, Robert.”
9th International Workshop on Frontiers in Handwriting Recognition (IWFHR) (Tokyo, Japan, Oct. 26-29, 2004)p. 209-214.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2004.

«Handwritten recognition with multiple classifiers for restricted lexicon»

De Oliveira Jr, J. J., Kapp, M. N., Freitas, C. O. De A., De Carvalho, J. M. and Sabourin, Robert.”
17th Brazilian Symposium on Computer Graphics and Image Processing (Curitiba, Brazil, Oct. 17-20, 2004)p. 82-89.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2004.

«Optimizing nearest neighbour in random subspaces using a multi-objective genetic algorithm»

Tremblay, Guillaume, Sabourin, Robert and Maupin, Patrick.”
17th International Conference on Pattern Recognition (ICPR) (Cambridge, UK, Aug. 23-26, 2004)p. 208-211.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2004.

«Foreground and background information in an HMM-based method for recognition of isolated characters and numeral strings»

Britto Jr, Alceu De S., Sabourin, Robert, Bortolozzi, Flavio and Suen, Ching Y..”
Ninth International Workshop on Frontiers in Handwriting Recognition (IWFHR) (Tokyo, Japan, Oct. 26-29, 2004)p. 371-376.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2004.

«Evolutionary algorithms for multi-objective optimization in HVAC system control strategy»

Nassif, N., Kajl, Stanislaw and Sabourin, Robert.”
IEEE Annual Meeting of the Fuzzy Information Processing Society (NAFIPS) (Banff, Canada, June 27-30, 2004)p. 51-56.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2004.

«Modeling and validation of existing VAV system components»

Nassif, Nabil, Kajl, Stanislaw and Sabourin, Robert.”
Proceedings of eSim 2004 : the Canadian Conference on Building Energy Simulation, June 10 and 11, 2004, Vancouver = Les comptes rendus d\’eSim 2004 : la Conference canadienne sur la simulation energetique dans les batiments, le juin 10 et 11, 2004 (Vancouver, BC, Canada, June 10-11, 2004)p. 135-141.IBPSA-Canada. 2004.

«Feature subset selection using an optimized hill climbing algorithm for handwritten character recognition»

Nunes, Carlos M., Britto, Alceu de S., Kaestner, Celso A. A. and Sabourin, Robert.”
Structural, Syntactic and Statistical Pattern Recognition Joint IAPR International Workshops, SSPRand SPR Proceedings (Lisbon, Portugal, Aug. 18-20, 2004) p. 1018-1025.Berlin, Germany : Springer-Verlag. 2004.

«Speeding up the decision making of support vector classifiers»

Milgram, Jonathan, Cheriet, Mohamed and Sabourin, Robert.”
Ninth International Workshop on Frontiers in Handwriting Recognition (IWFHR) (Tokyo, Japan, Oct. 26-29, 2004)p. 57-62.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2004.

«Unsupervised feature selection for ensemble of classifiers»

Morita, Marisa, Oliveira, Luiz S. and Sabourin, Robert.”
Ninth International Workshop on Frontiers in Handwriting Recognition (IWFHR-9) (Tokyo, Japan, Oct. 26-29, 2004)p. 81-86.Los Alamitos, CA, USA : Institute of electrical and Electronics Engineers Computer Society. 2004.

«Quelques techniques pour l\’amélioration du pouvoir discriminant de primitives discrètes»

Grandidier, Frédéric, Sabourin, Robert and Suen, Ching Y..”
Actes du huitième Colloque international francophone sur l\’écrit et le document, CIFED\’04, 21 – 25 juin 2004, La Rochelle (La Rochelle, France, 21-25 juin 2004)p. 111-116. 2004.

«K-Means VQ Algorithm using a Low-Cost Parallel Cluster Computing»

de Souza, P. S., Britto Jr, A, sabourin, Robert, Souza, S. L. and Borges, Díbio Leandro.”
IASTED International Conference on Parallel and Distributed Computing (Innsbruck, Austria, Feb. 17-19, 2004)p. 392-397.ACTA Press. 2004.

«Study of perceptual similarity between different lexicons»

Freitas, Cinthia O. A., Bortolozzi, Flavio and Sabourin, Robert.”
11th IGS conference (Scottsdale, AZ, USA, Nov. 2-5, 2003)p. 204-207. 2003.

«A low-cost parallel K-means VQ algorithm using cluster computing »

Britto, Alceu de S., De Souza, Paulo S. L., Sabourin, Robert, De Souza, Simone R. S. and Borges, Díbio Leandro.”
7th International Conference on Document Analysis and Recognition (Edinburgh, Scotland, Aug. 3-6, 2003)p. 839-843.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2003.

«Complementary features combined in an HMM-based system to recognize handwritten digits»

Britto, Alceu de S., Sabourin, Robert, Bortolozzi, Flavio and Suen, Ching Y..”
12th International Conference on Image Analysis and Processing (Mantova, Italy, Sept. 17-19, 2003)p. 670-675.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2003.

«Two-objective on-line optimization of supervisory control strategy»

Nassif, Nabil, Kajl, Stanislaw and Sabourin, Robert.”
8th international IBPSA conference (Eindhoven, Netherlands, Aug. 11-14, 2003)p. 927-934.International Building Performance Simulation Association. 2003.

«Intelligent zoning design using multi-objective evolutionary algorithms»

Radtke, Paulo V. W., Oliveira, Luiz S., Sabourin, Robert and Wong, Tony.”
Seventh International Conference on Document Analysis and Recognition (Edinburgh, Scotland, Aug. 3-6, 2003)p. 824-828.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2003.

«Integration of contextual information in handwriting recognition systems»

Grandidier, Frédéric, Sabourin, Robert and Suen, Ching Y..”
7th International Conference on Document Analysis and Recognition (Edinburgh, Scotland, Aug. 3-6, 2003)p. 1252-1256.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2003.

«An off-line signature verification method based on SVM classifier and graphometric features»

Justino, Edson J.R., Bortolozzi, Flavio and Sabourin, Robert.”
Proceedings of the Fifth International Conference on Advances in Pattern Recognition ICAPR 2003 (Koldata, India, Dec. 10-13, 2003)p. 487-490.Allied Publishers PVT. Limited. 2003.

«A autenticação de manuscritos aplicada à análise forense de documentos»

Justino, Edson J. R., Bortolozzi, Flavio and Sabourin, Robert.”
1st workshop on Information Technology and Human Language (TIL2003) (Sao Carlos, Brazil, Oct. 12, 2003)p. 145-150. 2003.

«Feature selection for ensembles : a hierarchical multi-objective genetic algorithm approach»

Oliveira, Luiz S., Sabourin, Robert, Bortolozzi, F. and Suen, Ching Y..”
Seventh International Conference on Document Analysis and Recognition (Edinburgh, Scotland, Aug. 3-6, 2003)p. 676-680.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2003.

«Unsupervised feature selection using multi-objective genetic algorithms for handwritten word recognition»

Morita, Marisa, Sabourin, Robert, Bortolozzi, F. and Suen, Ching Y..”
Seventh International Conference on Document Analysis and Recognition (Edinburgh, Scotland, Aug. 3-6, 2003)p. 666-670.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2003.

«A recognition and verification strategy for handwritten word recognition»

Morita, Marisa, Sabourin, Robert, Bortolozzi, Flavio and Suen, Ching Y..”
Seventh International Conference on Document Analysis and Recognition (Edinburgh, UK, Aug. 3-6, 2003)p. 482-486.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2003.

«Evaluating the conventional and class-modular architectures feedforward neural network for handwritten word recognition»

Kapp, Marcello N., Freitas, Cinthia O. A., Nievola, Jûlio Cesar and Sabourin, Robert.”
16th Brazilian Symposium on Computer Graphics and Image Processing (SIBGRAPI) (Sao Carlos, Brazil, Oct. 12-15, 2003)p. 315-319.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2003.

«HMM-MLP hybrid system to recognize handwritten dates»

Morita, Marisa, Oliveira, Luiz S., Sabourin, Robert, Bortolozzi, Flavio and Suen, Ching Y..”
International Joint Conference on Neural Networks (IJCNN) (Honolulu, HI, USA, May 12-17, 2002)p. 867-872.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2002.

«On the performance of wavelets for handwritten numerals recognition»

Correia, Suzete E. N., De Carvalho, Joao M. and Sabourin, Robert.”
16th International Conference on Pattern Recognition (ICPR) (Quebec City, Canada, Aug. 11-15, 2002)p. 127-130.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2002.

«A hybrid large vocabulary handwritten word recognition system using neural networks with hidden Markov models»

Koerich, Alessandro L., Leydier, Yann, Sabourin, Robert and Suen, Ching Y..”
8th International Workshop on Frontiers in Handwriting Recognition (IWFHR) (Ontario, Canada, Aug. 6-8, 2002)p. 99-104.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2002.

«Système hybride de reconnaissance de mots manuscrits sur un grand vocabulaire utilisant des réseaux neuronaux et des modèles de Markov cachés»

Koerich, A. L., Leydier, Yann, Sabourin, Robert and Suen, Ching Y..”
CIFED \’2002 : colloque international francophone sur l\’écrit et le document : Hammamet, 21-23 octobre 2002 (Hammamet, Tunisie, 21-23 oct. 2002)p. 325-334.Le Chesnay, Suisse : INRIA. 2002.

«Feature selection using multi-objective genetic algorithms for handwritten digit recognition»

Oliveira, Luiz S., Sabourin, Robert, Bortolozzi, Flavio and Suen, Ching Y..”
16th International Conference on Pattern Recognition (ICPR) (Quebec City, Canada, Aug. 11-15, 2002)p. 568-571.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2002.

«Human-perception handwritten character recognition using wavelets»

Correia, Suzete E. N., De Carvalho, Joao M. and Sabourin, Robert.”
15th Brazilian Symposium on Computer Graphics and Image Processing (Fortaleza, Ceara, Brazil, Oct. 7-10, 2002)p. 404.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2002.

«Causality assignment using multi-objective evolutionary algorithms»

Bigras, Pascal, Wong, Tony and Sabourin, Robert.”
ELECTRIMACS 2002 : 7th International Conference on Modeling and Simulation of Electric Machines, Converters and Systems (Montreal, QC, Canada, Aug. 18-21, 2002)ELECTRIMACS. 2002.

«Evaluating NN and HMM classifiers for handwritten word recognition»

de Oliveira, José J. Jr., de Carvalho, Joao M., de A. Freitas, Cinthia O. and Sabourin, Robert.”
15th Brazilian Symposium on Computer Graphics and Image Processing (Fortaleza, Ceara, Brazil, Oct. 7-10, 2002)p. 210-217.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2002.

«Fast two-level Viterbi search algorithm for unconstrained handwriting recognition»

Koerich, Alessandro L., Sabourin, Robert and Suen, Ching Y..”
IEEE International Conference on Acoustics, Speech and Signal Processing (Orlando, FL, USA, May 13-17, 2002)IV/3537-IV/3540.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 2002.

«The interpersonal and intrapersonal variability influences on off-line signature verification using HMM»

Justino, Edson J. R., Bortolozzi, Flavio and Sabourin, Robert.”
15th Brazilian Symposium on Computer Graphics and Image Processing (Fortaleza, Ceara, Brazil, Oct. 7-10, 2002)p. 197-202.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2002.

«A string length predictor to control the level building of HMMs for handwritten numeral recognition»

Britto Jr, Alceu De S., Sabourin, Robert, Bortolozzi, Flavio and Suen, Ching Y..”
16th International Conference on Pattern Recognition (ICPR) (Quebec City, Canada, Aug. 11-15, 2002)p. 31-34.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2002.

«Segmentation and recognition of handwritten dates»

Morita, Marisa, Sabourin, Robert, Bortolozzi, Flavio and Suen, Ching Y..”
Eighth International Workshop on Frontiers in Handwriting Recognition (Niagara on the Lake, Canada, Aug. 6-8, 2002)p. 105-110.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2002.

«Feature sets evaluation for handwritten word recognition»

de Oliveira, José J. Jr., de Carvalho, Joao M., de A Freitas, C. O. and Sabourin, Robert.”
8th International Workshop on Frontiers in Handwriting Recognition (Niagara on the Lake, ON, Canada, Aug. 6-8, 2002)p. 446-450.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2002.

«Handwritten isolated word recognition: an approach based on Mutual Information for feature set validation»

Freitas, C. O. A., Bortolozzi, Flavio and Sabourin, Robert.”
Proceedings of Sixth International Conference on Document Analysis and Recognition (Seattle, WA, USA, Sept. 10-13, 2001)p. 665-669.Los Aalmitos, CA, USA : IEEE Comput. Soc. 2001.

«A modular system to recognize numerical amounts on Brazilian bank cheques»

Oliveira, L. S., Sabourin, Robert, Bortolozzi, Flavio and Suen, Ching Y..”
Proceedings of Sixth International Conference on Document Analysis and Recognition (Seattle, WA, USA, Sept. 10-13, 2001)p. 389-394.Los Aalmitos, CA, USA : IEEE Comput. Soc. 2001.

«An a priori indicator of the discrimination power of discrete hidden Markov models»

Grandidier, Frédéric, Sabourin, Robert, Gilloux, M and Suen, C. Y..”
Proceedings of Sixth International Conference on Document Analysis and Recognition (Seattle, WA, USA, Sept. 10-13, 2001)p. 350-354.Los Aalmitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2001.

«A two-stage HMM-based system for recognizing handwritten numeral strings»

Britto, A., Sabourin, Robert, Bortolozzi, Flavio and Suen, Ching Y..”
Proceedings of Sixth International Conference on Document Analysis and Recognition (Seattle, WA, USA, Sept. 10-13, 2001)p. 396-400.Los Aalmitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2001.

«Feature subset selection using genetic algorithms for handwritten digit recognition»

Oliveira, L. S., Benamed, N., Sabourin, R., Bortolozzi, F. and Suen, C. Y..”
Proceedings of XIV Brazilian Symposium on Computer Graphics and Image Processing (Florianopolis, Brazil, Oct. 15-18, 2001)p. 362.IEEE. 2001.

«A time-length constrained level building algorithm for large vocabulary handwritten word recognition»

Koerich, Alessandro L., Sabourin, Robert and Suen, Ching Y..”
Second International Conference on Advances in Pattern Recognition (Rio de Janeiro, Brazil, March 11-14, 2001)p. 127-136.Berlin, Germany : Springer-Verlag. 2001.

«High-level verification of handwritten numeral strings»

Oliveira, L. S., Sabourin, R., Bortolozzi, F. and Suen, C. Y..”
Proceedings of XIV Brazilian Symposium on Computer Graphics and Image Processing (Florianopolis, Brazil, Oct. 15-18, 2001)p. 36-43.IEEE. 2001.

«A distributed scheme for lexicon-driven handwritten word recognition and its application to large vocabulary problems»

Koerich, Alessandro L., Sabourin, Robert and Suen, Ching Y..”
6th International Conference on Document Analysis and Recognition (Seattle, WA, USA, Sept. 10-13, 2001)p. 660-664.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2001.

«Off-line signature verification using HMM for random, simple and skilled forgeries»

Justino, E. J. R., Bortolozzi, Flavio and Sabourin, Robert.”
Sixth International Conference on Document Analysis and Recognition (Seattle, WA, USA, Sept. 10-13, 2001)p. 1031-1034.Los Aalmitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 2001.

«An enhanced HMM topology in an LBA framework for the recognition of handwritten numeral strings»

Britto, A. S., Sabourin, R., Lethelier, E., Bortolozzi, F. and Suen, C. Y..”
Advances in pattern recognition: ICAPR 2001: second international conference, Rio de Janeiro, Brazil, March 11-14, 2001: proceedings (Rio de Janeiro, Brazil, March 11-14, 2001) p. 105-114.New York, NY, USA : Springer. 2001.

«Handwritten month word recognition on Brazilian bank cheques»

Morita, Marisa, El Yacoubi, A., Sabourin, Robert, Bortolozzi, Flavio and Suen, Ching Y..”
Proceedings of Sixth International Conference on Document Analysis and Recognition (Seattle, WA, USA, Sept. 10-13, 2001)p. 972-976.Los Aalmitos, CA, USA : IEEE Comput. Soc. 2001.

«Using paraconsistent logic in automatic signature verification»

Enembreck, F., Avila, R. C. and Sabourin, R..”In Argentine Symposium on Artificial Intelligence ASAI 2000 (Tandil, Argentina, Sept.4-8, 2000)p. 87-99. 2000.

«A syntax directed level building algorithm for large vocabulary handwritten word recognition»

Koerich, A. L., Sabourin, R., Suen, C. Y. and El-Yacoubi, A..”
Fourth IAPR International Workshop on Document Analysis Systems, (DAS 2000) (Rio de Janeiro, Brazil, 10-13 December 2000)p. 255-266. 2000.

«An off-line signature verification system using hidden Markov model and cross-validation»

Justino, Edson J. R., El Yacoubi, Abdenaim, Bortolozzi, Flavio and Sabourin, Robert.”
XIII Brazilian Symposium on Computer Graphics and Image Processing: proceedings: October 17-20, 2000, Gramado (RS), Brazil (Gramado, Brazil, Oct. 17-20, 2000)p. 105-112.Los Alamitos, CA, USA : IEEE. 2000.

«Recognition of handwritten dates on bank checks using an HMM approach»

Morita, Maria Emika, Lethelier, Edouard, El Yacoubi, Abdenaim, Bortolozzi, Flavio and Sabourin, Robert.”
XIII Brazilian Symposium on Computer Graphics and Image Processing: proceedings: October 17-20, 2000, Gramado (RS), Brazil (Gramado, Brazil, Oct. 17-20, 2000)p. 113-120.Los Alamitos, CA, USA : IEEE. 2000.

«Handwritten digits segmentation based on structural approach»

Oliveira, Luiz E. Soares de, Lethelier, Edouard, Bortolozzi, Flavio and Sabourin, Robert.”
XIII Brazilian Symposium on Computer Graphics and Image Processing: proceedings: October 17-20, 2000, Gramado (RS), Brazil (Gramado, Brazil, Oct. 17-20, 2000)p. 67-73.Los Alamitos, CA, USA : IEEE. 2000.

«An off-line signature verification system using the HMM and graphometric features»

Justino, E., El-Yacoubi, A., Bortolozzi, F. and Sabourin, R..”
Fourth IAPR International Workshop on Document Analysis Systems, (DAS 2000) (Rio de Janeiro, Brazil, Dec. 10-13, 2000)p. 211-222. 2000.

«Morphological pseudo convex hull to correct handwriting baseline skew»

Rocha, Anderson, Facon, Jacques, Bortolozzi, Flavio and Sabourin, Robert.”
Mathematical Morphology and its Applications to Image and Signal Processing (Palo Alto, CA, USA, June 26-29, 2000) p. 389-396.Springer US. 2000.

«An HMM-based approach for date recognition»

Morita, M. E., Lethelier, E., El Yacoubi, A., Bortolozzi, F. and Sabourin, R..”
Fourth IAPR International Workshop on Document Analysis Systems, (DAS 2000) (Rio de Janeiro, Brazil, 10-13 December 2000)p. 233-244. 2000.

«Reconhecimento de palavras manuscritas referente ao mês do campo da data de cheques bancarios brasileirs baseado nos HMMs»

Morita, M. E., Lethelier, E., El Yacoubi, A., Bortolozzi, F. and Sabourin, R..”
CLEI 2000, memorias (Monterrey, Mexico, Sept. 18-22, 2000)Mexico : TEC de Monterrey. 2000.

«Improvement in handwritten numeral string recognition by slant normalization and contextual information»

De S. Britto Jr., A., Sabourin, R., Lethelier, E., Bortolozzi, F. and Suen, C. Y..”
7th International Workshop on Frontiers in Handwriting Recognition: September 11-13, 2000, Amsterdam, the Netherlands: proceedings (Amsterdam, The Netherlands, Sept. 11-13, 2000)p. 323-332.Nijmegen, The Netherlands : International Unipen Foundation. 2000.

«A new approach to segment handwritten digits»

Oliveira, L.S., Lethelier, E., Bortolozzi, F. and Sabourin, S..”
7th International Workshop on Frontiers in Handwriting Recognition : September 11-13, 2000, Amsterdam, the Netherlands : proceedings (Amsterdam, Netherlands, Sept. 11-13, 2000)p. 577-582.Nijmefen : International Unipen Foundation. 2000.

«A new segmentation approach for handwritten digits»

Oliveira, Luiz E. Soares de, Lethelier, Edouard, Bortolozzi, Flavio and Sabourin, Robert.”
15th International Conference on Pattern Recognition (ICPR\’00) (Barcelona, Spain, Sept. 3-7, 2000)p. 323-326.Piscataway, NJ, USA : IEEE. 2000.

«Off-line signature verification using HMMs and cross-validation»

El Yacoubi, A., Justino, E. J. R., Sabourin, R. and Bortolozzi, F..”
Neural networks for signal processing X: proceedings of the 2000 IEEE Signal Processing Society Workshop. (Sydney, Australia, Dec. 11-13, 2000)p. 859-868.Piscataway, NJ, USA : IEEE. 2000.

«Um sistema de verificaçao de assinaturas offlinie usando modelos escondidos de Markov (HMM)»

Justino, E., El-Yacoubi, A., Bortolozzi, F. and Sabourin, R..”
ISKM/DM 2000 – International Symposium on Knowledge Management/Document Management (Curitiba, Brasil, Nov., 2000)p. 391-406.Universitária Champagnat. 2000.

«Segmentation de caractères manuscrits basée sur une approche structurelle»

Oliveira, L. S., Lethelier, E., Bortolozzi, F. and Sabourin, R..”
CIFED\’2000. Colloque International Francophone sur l\’Ecrit et le Document (Lyon, France, 3-5 juil. 2000)p. 231-240.Lausanne, Suisse : Presses polytechniques et universitaires romandes. 2000.

«Isolated word recognition in brazilian bank check legal amounts»

Freitas, C. O. de A., El Yacoubi, A., Botolozzi, F. and Sabourin, R..”
Fourth IAPR International Workshop on Document Analysis Systems, (DAS 2000) (Rio de Janeiro, Brazil, Dec. 10-13, 2000)p. 276-290. 2000.

«Recognition of isolated words from brazilian handwritten legal amount»

Freitas, C. O. de A., El Yacoubi, A., Bortolozzi, F. and Sabourin, R..”
ISKM/DM 2000 – International Symposium on Knowledge Management/Document Management (Curitiba, Brasil, Nov., 2000)p. 373-390.Universitária Champagnat. 2000.

«A new strategy for improving feature sets in a discrete HMM-based handwriting recognition system»

Grandidier, F., Sabourin, R., Suen, C. Y. and Gilloux, M..”
7th International Workshop on Frontiers in Handwriting Recognition : September 11-13, 2000, Amsterdam, the Netherlands : proceedings (Amsterdam, The Netherlands, Sept. 11-13, 2000)p. 113-122.Nijmegen [Netherlands] : International Unipen Foundation. 2000.

«Une nouvelle stratégie pour l\’amélioration des jeux de primitives d\’un système de reconnaissance de l\’écriture»

Grandidier, F., Sabourin, R., Suen, C. Y. and Gilloux, M..”
CIFED\’2000. Colloque International Francophone sur l\’Écrit et le Document (Lyon, France, 3-5 juil. 2000)p. 111-120.Lausanne, Suisse : Presses polytechniques et universitaires romandes. 2000.

«Contribuçao da normalizaçao de slant et do uso da informaçao de contexto no reconhecimento de cadeias numéricas manuscritas»

Britto, A., Sabourin, R., Lethelier, E., Bortolozzi, F. and Suen, C. Y..”
ISKM/DM 2000 – International Symposium on Knowledge Management / Document Management (Curitiba, Brasil, Nov., 2000)p. 359-372.Universitária Champagnat. 2000.

«Brazilian bank check handwritten legal amount recognition»

de Almendra Freitas, C. O., El Yacoubi, A., Bortolozzi, F. and Sabourin, R..”
13th Brazilian Symposium on Computer Graphics and Image Processing (Gramado, Brazil, Oct 17-20, 2000)p. 97-104.IEEE Computer Society. Compte des citations dans Scopus : 9. 2000.

«Bases de dados de cheques bancarios brasileiros»

Freitas, Cinthia O. de A., Morita, Marisa, Soares de Oliveira, Luiz E., Justino, Edson, El Yacoubi, Abdenaim, Lethelier, Edouard, Bortolozzi, Flavio and Sabourin, Robert.”
CLEI 2000, memorias (Monterrey, Mexico, Sept. 18-22, 2000)Mexico : TEC de Monterrey. 2000.

«Extraçao e codificaçao das estruturas lògica e fisica a partir de imagens de cheques bancàrios brasileiros»

de Olivera, L. E., Bortolozzi, F. and Sabourin, Robert.”
International Seminar on knowledge/Document Management (ISKM/DM \’99) (Curitiba, Brasil, Dec. 6-9, 1999)p. 88-102. 1999.

«Influence of word length on handwriting recognition»

Grandidier, F., Sabourin, R., El-Yacoubi, A., Gilloux, M. and Suen, C. Y..”
Proceedings of the Fifth International Conference on Document Analysis and Recognition, 1999. ICDAR \’99 (Bangalore, India, Sept. 20-22, 1999)p. 777-780.Piscataway, NJ, USA : IEEE. 1999.

«Mathematical morphology and weighted least squares to correct handwriting baseline skew»

Morita, Marisa E., Facon, Jacques, Bortolozzi, Flavio, Garnés, Sylvio J. A. and Sabourin, Robert.”
Proceedings of the Fifth International Conference on Document Analysis and Recognition, 1999. ICDAR \’99 (Bangalore, India, Sept. 20-22, 1999)p. 430-433.Piscataway, NJ, USA : IEEE. 1999.

«Decision tree-based paraconsistent learning»

Enembreck, Fabricio, Avila, Braulio Coelho and Sabourin, Robert.”
XIX International Conference of the Chilean Computer Science Society (SCCC \’99) (Talca, Chile, Nov. 11-13, 1999)p. 43-52.IEEE. 1999.

«Estado da arte dos métodos de normalizaçao de palavras manuscritas em sistemas de reconhecimento»

Morita, M. E., Garnes, S.J. A., Facon, J., Bortolozzi, F. and Sabourin, R..”
International Seminar on knowledge/Document Management (ISKM/DM \’99) (Curitiba, Brasil, Dec. 6-9, 1999)p. 103-119. 1999.

«Slant normalization of handwritten numeral strings»

A., de S. Britto Jr., Sabourin, R., Lethelier, E., Bortolozzi, F. and Suen, C. Y..”
International Seminar on knowledge/Document Management (ISKM/DM \’99) (Curitiba, Brasil, Dec. 6-9, 1999) 1999.

«Correcting handwriting baseline skew using direct methods on the weighted least squares»

Garnes, S. J. A., Morita, M. E., Facon, J., Sampaio, R., Bortolozzi, F. and Sabourin, R..”
XXXI Simpósio Brasileiro de Pesquisa Operacional, 1999, Juiz de Fora (Juiz de Fora, Brasil, Oct. 20-22, 1999)p. 184-196. 1999.

«Vérification de signatures manuscrites par modèles déformables»

Nouboud, F., Couillard, P. and Sabourin, R..”
Actes du 1er colloque international francophone sur l\’écrit et le document tenu dans le cadre du congrès de l\’Acfas à Québec en mai 1998 (Québec, QC, Canada, 11-13 mai 1998) Coll. « Cahiers de l\’ACFAS », vol. 93.p. 237-246.Montréal, QC, Canada : Association canadienne-française pour l\’avancement des sciences. 1998.

«Amélioration de la modélisation Markovienne dans un système de reconnaissance de mots manuscrits»

El Yacoubi, A., Sabourin, R., Suen, C. Y. and Gilloux, M..”
Actes du 1er colloque international francophone sur l\’écrit et le document tenu dans le cadre du congrès de l\’Acfas à Québec en mai 1998 (Québec, QC, Canada, 11-13 mai 1998) Coll. « Cahiers de l\’ACFAS », vol. 93.p. 14-23.Montréal, QC, Canada : Association canadienne-française pour l\’avancement des sciences. 1998.

«Abordagem morfológica conrreção da inclinação da linha de base da escrita»

Morita, M., Bortolozzi, F., Sabourin, R. and Facon, J..”
ISDM\’98-International Seminar on Document Management (Curitiba, Brasil, Nov. 10-11, 1998)p. 185-195. 1998.

«Bases de dados de cheques bancarios brasileiros»

Freitas, C., Bortolozzi, F., Sabourin, R. and Facon, J..”
ISDM\’98-International Seminar on Document Management (Curitiba, Brasil, Nov. 10-11, 1998)p. 209-226. 1998.

«MULTICHECK: une architecture d\’agents cognitifs indépendants pour le traitement automatique des chèques bancaires brésiliens»

Scalabrin, E., Bortolozzi, F., Kaestner, C. and Sabourin, R..”
Actes du 1er colloque international francophone sur l\’écrit et le document tenu dans le cadre du congrès de l\’Acfas à Québec en mai 1998 (Québec, QC, Canada, 11-13 mai 1998) Coll. « Cahiers de l\’ACFAS », vol. 93.p. 433-442.Montréal, QC, Canada : Association canadienne-française pour l\’avancement des sciences. 1998.

«Reconhecimento do extenso manuscrito em cheques bancàrios brasileiros»

Freitas, C., Bortolozzi, F. and Sabourin, R..”
ISDM\’98-International Seminar on Document Management (Curitiba, Brasil, Nov. 10-11, 1998)p. 149-167. 1998.

«Multipost: Uma arquitetura de agentes cognitivos independientes para a triagem de correspondências brasileiras»

Scalabrin, E., Bortolozzi, F., Kaestner, C., Lethelier, E. and Sabourin, R..”
ISDM\’98-International Seminar on Document Management (Curitiba, Brasil, Nov. 10-11, 1998)p. 92-103. 1998.

«Approche morphologique de correction de l\’inclinaison des mots dans l\’écriture manuscrite»

Morita, M. E., Facon, J., Sabourin, R. and Bortolozzi, F..”
Actes du 1er colloque international francophone sur l\’écrit et le document tenu dans le cadre du congrès de l\’Acfas à Québec en mai 1998 (Québec, QC, Canada, 11-13 mai 1998) Coll. « Cahiers de l\’ACFAS », vol. 93.p. 335-343.Montréal, QC, Canada : Association canadienne-française pour l\’avancement des sciences. 1998.

«Écriture et signature: même comportement face à la reconnaissance?»

Boulétreau, V., Vincent, N., Sabourin, R. and Emptoz, H..”
Actes du 1er colloque international francophone sur l\’écrit et le document tenu dans le cadre du congrès de l\’Acfas à Québec en mai 1998 (Québec, QC, Canada, 11-13 mai 1998) Coll. « Cahiers de l\’ACFAS », vol. 93.p. 316-324.Montréal, QC, Canada : Association canadienne-française pour l\’avancement des sciences. 1998.

«Uma arquitetura multinivel para um sistema de reconhecimento de assinaturas usando modelos escondidos de Markov»

Justino, E., Bortolozzi, F. and Sabourin, R..”
ISDM\’98-International Seminar on Document Management (Curitiba, Brasil, Nov. 10-11, 1998)p. 168-184. 1998.

«Os sistemas de reconhecimento de assinaturas sob a otica da grafologia»

Justino, E., Bortolozzi, F. and Sabourin, R..”
ISDM\’98-International Seminar on Document Management (Curitiba, Brasil, Nov. 10-11, 1998)p. 243-254. 1998.

«Extraçao e codificaçao da estrutura lògica a partir de imagens de cheques bancàrios brasileiros»

de Oliveira, L. S., Bortolozzi, F. and Sabourin, R..”
ISDM\’98-International Seminar on Document Management (Curitiba, Brasil, Nov. 10-11, 1998)p. 196-208. 1998.

«Morphological approach of handwritten word skew correction»

Morita, Marisa E., Bortolozzi, Flavio, Facon, Jacques and Sabourin, Robert.”
International Symposium on Computer Graphics, Image Processing, and Vision, 1998. Proceedings. SIBGRAPI \’98 (Rio de Janeiro, Brazil, Oct. 20-23, 1998)p. 456-461.IEEE Computer Society. 1998.

«Segmentation of arabic cursive script»

Motawe, Deya, Amin, Adnan and Sabourin, Robert.”
Proceedings of the Fourth International Conference on Document Analysis and Recognition (Ulm, Germany, Aug. 18-20, 1997)p. 625-628.Los Alamitos, CA, USA : International Association for Pattern Recognition. 1997.

«Synthetic parameters for handwriting classification»

Bouletreau, V., Vincent, N., Sabourin, R. and Emptoz, H..”
Proceedings of the Fourth International Conference on Document Analysis and Recognition (Ulm, Germany, Aug. 18-20, 1997)p. 102-106.IEEE. 1997.

«Une approche perceptuelle pour la définition d\’une représentation adaptée au problème de la vérification hors-ligne des signatures manuscrites»

Sabourin, Robert.”
Les techniques d\’intelligence artificielle appliquées aux technologies de l\’information (Montréal, QC, Canada, 15-16 mai 1997) Coll. « Cahiers Scientifiques », vol. 90.p. 141-150.Montréal : Association canadienne-française pour l\’avancement des sciences. 1997.

«Off-line signature verification : recent advances and perspectives»

Sabourin, Robert.”
Advances in Document Image Analysis (Curitiba, Brazil, Nov. 2-5, 1997) Coll. « Lecture Notes in Computer Science », vol. 1339.p. 84-98.Berlin, Germany : Springer-Verlag. 1997.

«Shape matrices as a mixed shape factor for off-line signature verification»

Sabourin, Robert, Drouhard, J. P. and Wah, Etienne Sum.”
4th International Conference on Document Analysis and Recognition (Ulm, Germany, Aug. 18-20, 1997)p. 661-665.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 1997.

«Objective evaluation of the discriminant power of features in a HMM-based word recognition system»

El Yacoubi, A., Gilloux, M., Sabourin, R. and Suen, C. Y..”
Advances in document image analysis: first Brazilian symposium, BSDIA \’97, Curitiba, Brazil, November 2-5, 1997: proceedings (Curitiba, Brazil, Nov. 2-5, 1997) Coll. « Lecture Notes in Computer Science », vol. 1339.p. 60-73.New York, NY, USA : Springer Verlag. 1997.

«Binary image compression using identity mapping backpropagation neural network»

Murshed, N.abel A., Bortolozzi, Flavio and Sabourin, Robert.”
Applications of artificial neural networks in image processing II (San Jose, CA, USA, Feb. 8-14, 1997) Coll. « Proceedings of SPIE », vol. 3030.p. 29-35.The International Society for Optical Engineering. 1997.

«A fuzzy perception for off-line handwritten signature verification»

Simon, C., Levrat, E., Bremont, J. and Sabourin, R..”
Advances in document image analysis: first Brazilian symposium, BSDIA \’97, Curitiba, Brazil, November 2-5, 1997: proceedings (Curitiba, Brazil, Nov. 2-5, 1997) Coll. « Lecture Notes in Computer Science », vol. 1339.p. 261-272.New York, NY, USA : Springer Verlag. 1997.

«Fractals and neurological methods in handwriting analysis»

Vincent, N., Bouletreau, V., Faure, P., Emptoz, H. and Sabourin, R..”
Proceedings of the8th IGS Conference in Genoa, Italy, 24-28 August 1997 (Genoa, Italy, Aug. 24-28, 1997)p. 105-107. 1997.

«Generation of signatures by deformations»

de Oliveira, Claudio, Kaestner, Celso A., Bortolozzi, Flavio and Sabourin, Robert.”
Advances in document image analysis: first Brazilian symposium, BSDIA \’97, Curitiba, Brazil, November 2-5, 1997: proceedings (Curitiba, Brazil, Nov. 2-5, 1997) p. 283-298.New York, NY, USA : Springer Verlag. 1997.

«A simple methodology to bank cheque segmentation»

Santos, J. E., Bortolozzi, F. and Sabourin, R..”
Advances in document image analysis: first Brazilian symposium, BSDIA \’97, Curitiba, Brazil, November 2-5, 1997: proceedings (Curitiba, Brazil, Nov. 2-5, 1997) .p. 334-343.New York, NY, USA : Springer Verlag. 1997.

«Codage d\’images de signatures manuscrites pour la vérification hors-ligne»

Simon, C., Querelle, R., Levrat, E., Brémont, J. and Sabourin, R..”
L\’Ecrit et le document: 4ème colloque national sur …, Nantes, France, 3-5 Juillet, 1996 (Nantes, France, 3-5 juil. 1996)p. 171-177.Nantes, France : Université de Nantes. 1996.

«Pattern spectrum as a local shape factor for off-line signature verification»

Sabourin, Robert, Genest, Ginette and Prêteux, Françoise.”
Proceedings of the 13th International Conference on Pattern Recognition(ICPR) (Vienns, Austria, Aug. 25-29, 1996)p. 43-48.IEEE. 1996.

«Codage d\’images de signatures manuscrites pour la vérification hors-ligne»

Simon, C., Levrat, E., Brémont, J. and Sabourin, Robert.”
Rencontres Francophones sur la Logique Floue et ses Applications (LFA\’96) (Nancy, France, 4-5 déc. 1996)p. 23-30.Toulouse, France : Cépaduès Editions. 1996.

«A fuzzy ARTMAP-based classification system for detecting cancerous cells, based on the one-class problem approach»

Murshed, Nabeel A., Bortolozzi, Flavio and Sabourin, Robert.”
Proceedings of the 13th International Conference on Pattern Recognition, 1996 (Vienna, Austria, Aug. 25-29, 1996)p. 478-482.Institute of Electrical and Electronics Engineers Inc.. 1996.

«Classification of cancerous cells based on the one-class problem approach»

Murshed, Nabeel A., Bortolozzi, Flavio and Sabourin, Robert.”
Applications and Science of Artificial Neural Networks II (Orlando, FL, USA, April 9-12, 1996) Coll. « Proceedings of the SPIE », vol. 2760.p. 487-494.USA : SPIE-International Society for Optical Engineering. 1996.

«The use of neural networks for classification of cancerous cells based on one-class problem approach»

Murshed, N.A., Bortolozzi, F. and Sabourin, Robert.”
Progress in neural information processing : ICONIP\’96 : proceedings of the International Conference on Neural Information Processing, Hong Kong, September 24-27, 1996 (Hong Kong, China, 24-27 Sept., 1996)p. 1146-1151.Berlin ; New York : Springer. 1996.

«A comparative study of the k nearest neighbour, threshold and neural network classifiers for handwritten signature verification using an enhanced directional PDF»

Drouhard, Jean-pierre, Sabourin, Robert and Godbout, Mario.”
Proceedings of the Third International Conference on Document Analysis and Recognition, 1995 (Montreal, QC, Canada, Aug. 14-16, 1995)p. 807-810. 1995.

«Off-line signature verification, without a priori knowledge of class ω2. A new approach»

Murshed, Nabeel A., Bortolozzi, Flavio and Sabourin, Robert.”
Proceedings of the Third International Conference on Document Analysis and Recognition, 1995 (Montreal, QC, Canada, Aug. 14-16, 1995)p. 191-196.IEEE. 1995.

«Off-line signature verification without requiring random forgeries for training»

Murshed, Nabeel A., Bortolozzi, Flavio and Sabourin, Robert.”
Image Analysis Applications and Computer Graphics : Third International Computer Science Conference, ICSC \’95 Hong Kong, December 11–13, 1995 Proceedings (Hong Kong, China, Dec. 11-13, 1995) p. 107-115.Springer. 1995.

«An Extended-Shadow-Code based approach for off-line signature verification: Part II- evaluation of several multi-classifier combination strategies»

Sabourin, Robert and Genest, Ginette.”
Proceedings of the Third International Conference on Document Analysis and Recognition, 1995 (Montreal, QC, Canada, Aug. 14-16, 1995)p. 197-201. 1995.

«Off-line signature verification using fuzzy ARTMAP neural network»

Murshed, Nabeel A., Bortolozzi, Flavio and Sabourin, Robert.”
IEEE International Conference on Neural Networks, 1995. Proceedings (Perth, WA, Australia, Nov. 27-Dec. 1, 1995)p. 2179-2184. 1995.

«An extended-shadow-code based approach for off-line signature verification. I. Evaluation of the bar mask definition»

Sabourin, Robert and Genest, Ginette.”
12th International Conference on Pattern Recognition- Conference B: Computer Vision & Image Processing (Jerusalem, Oct. 9-13, 1994)p. 450-453.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 1994.

«Evaluation of a training method and of various rejection criteria for a neural network classifier used for off-line signature verification»

Drouhard, Jean-Pierre, Sabourin, Robert and Godbout, Mario.”
IEEE International Conference on Neural Networks, IEEE World Congress on Computational Intelligence (Orlando, FL, USA, June 27-Jul. 2, 1994)p. 4294-4299.Piscataway, NJ, USA : Institute of Electrical and Electronics Engineers. 1994.

«A multi-resolution based approach for handwriting segmentation in gray-scale images»

Cheriet, Mohamed, Thibault, R. and Sabourin, Robert.”
IEEE International Conference Image Processing (ICIP) (Austin, TX, USA, Nov. 13-16, 1994)p. 159-163.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers Computer Society. 1994.

«Segmentation visuelle des caractères manuscrits»

Cheriet, M., Thibault, R. and Sabourin, R..”
4th Annual IRIS/PRECARN Conference (Toronto, ON, Canada, 21-23 june, 1994)p. 148-149. 1994.

«Coopération de classificateurs pour la vérification automatique des signatures»

Sabourin, R. and Genest, G..”
CNED 94 : 3ème Colloque national sur l\’écrit et le document, Rouen, 6-7-8 juillet 1994 (Rouen, France, 6-8 juillet, 1994)Mont-Saint-Aignan, France : IUT de Rouen. 1994.

«Digital radiography detection of scoliotic vertebral pedicles using morphological segmentation»

Ross, Y., Potvin, J., Bleau, A., Sabourin, R. and de Guise, J. A..”
Proceedings of the Society Internationale de Recherche en Orthopedie et Traumatologie (SIROT) (Boston, MA, USA, Oct. 27-30, 1994)p. 53. 1994.

«Computer assisted detection of scoliotic vertebral pedicles using morphological segmentation»

Ross, Y., de Guise, J. A., Bleau, A., Dansereau, J. and Sabourin, R..”
2nd International Symposium on three-dimensional scoliotic deformities, combined with 8th International Symposium on surface topography and spinal deformity:26-29 September 1994, Pescara, Italy (Pescara, Italy, Sept. 26-29, 1994) 1994.

«A radiographic knowledge based system for the localization of scoliotic vertebral anatomical landmarks»

de Guise, Jacques A., Potvin, J., Sabourin, Robert and Dansereau, Jean.”
Fourth International Symposium on Computer Simulation in Biomechanics (Montlignon, Paris, June 30-July 2, 1993)1/10-11/13. 1993.

«An extended-shadow-code based approach for off-line signature verification»

Sabourin, Robert, Cheriet, Mohamed and Genest, Christian.”
Proceedings of 2nd International Conference on Document Analysis and Recognition (ICDAR \’93) (Tsukuba Science City, Japan, Oct. 20-22, 1993)p. 1-5.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers (IEEE). 1993.

«Vérification automatique des signatures manuscrites par classification floue»

Simon, Christophe, Levrat, Eric, Sabourin, Robert and Bombardier, Vincent.”
Actes des 3ème journées nationales sur les applications des ensembles flous (Nîmes, France, 26-27 oct. 1993) 1993.

«Choix d\’un facteur de forme basé sur l\’utilisation des matrices d\’échantillonage polaire (MEP)»

Sabourin, Robert.”
Automatisation industrielle : conférence Canadienne et exposition : École de Technologie Supérieure Montréal, 1-3 juin 1992 : actes de la conférence = Industrial automation : Canadian conference and exhibition : Ecole de Technologie Supérieure Montre (Montréal, QC, Canada, 1-3 juin 1992)20.21-20.25.Montréal, QC, Canada : International Association for Industrial Automation. 1992.

«Évaluation d\’un classificateur de type LVQ de Kohonen pour la vérification automatique de l\’identité»

Sabourin, Robert.”
Traitement de l\’écriture et des documents ; Texte imprimé : actes (Nancy, France, 6-7 juil. 1992)p. 160-167.Rennes, France : IRISA. 1992.

«A stereocorrespondance method for the 3D reconstruction of the scoliotic spine and rib cage»

de Guise, Jacques A., Sabourin, Robert and Lalonde, J.L..”
International Symposium on 3-d Scoliotic Deformities : joined with the VIIth International Symposium on Spinal Deformity and Surface Topography (Montreal, QC, Canada, June 27-30, 1992)p. 376-380.Montréal, Québec : Editions de l\’école polytechnique de Montréal ; Stuttgart : G. Fischer Verlag. 1992.

«Automatic handwritten signature verification using directional PDF and neural networks: a feasibility study»

Sabourin, Robert, Drouhard, Jean-Pierre, Gagné, L. and Paquet, N..”
Automatisation industrielle : conférence Canadienne et exposition : École de Technologie Supérieure Montréal, 1-3 juin 1992 : actes de la conférence = Industrial automation : Canadian conference and exhibition : Ecole de Technologie Supérieure Montre (Montreal, QC, Canada, 1-3 juin 1992)20.17-20.20.Montreal, QC, Canada : International Association for Industrial Automation. 1992.

«Off-line signature verification using directional PDF and neural networks»

Sabourin, Robert and Drouhard, Jean-Pierre.”
Proceedings. 11th IAPR International Conference on Pattern Recognition. Vol.II. Conference B: Pattern Recognition Methodology and Systems (The Hague, Netherlands, Aug. 30-Sept. 3, 1992)p. 321-325.Los Alamitos, CA, USA : Institute of Electrical and Electronics Engineers (IEEE). 1992.

«Development of a stereoradiographic correspondence method for the 3D reconstruction of the scoliotic spine and rib cage»

de Guise, Jacques, Sabourin, Robert, Lalonde, J.-L. and Dansereau, J..”
International Symposium on 3-d Scoliotic Deformities : joined with the VIIth International Symposium on Spinal Deformity and Surface Topography (Montreal, QC, Canada, June 27-30, 1992)p. 376-380.Montreal, QC, Canada : École Polytechnique de Montréal. 1992.

«Mise au point d\’un utilitaire graphique interactif pour la définition et la validation des relations spatiales entre primitives géométriques»

Lalonde, J.-L., de Guise, Jacques and Sabourin, Robert.”
Automatisation industrielle : conférence Canadienne et exposition : École de Technologie Supérieure Montréal, 1-3 juin 1992 : actes de la conférence = Industrial automation : Canadian conference and exhibition : Ecole de Technologie Supérieure Montre (Montréal, QC, Canada, 1-3 juin 1992)20.13-20.16.Montréal, QC, Canada : International Association for Industrial Automation. 1992.

«Observability and similarity in spatial relations in the structural interpretation of handwritten signature images»

Sabourin, R. and Plamondon, R..”
Seventh Scandinavian conference on images analysis (Aalborg, Denmark, Aug. 12-17, 1991)p. 477-485. 1991.

«Steps toward efficient processing of handwritten signature images»

Sabourin, Robert and Plamondon, Réjean.”
Vision Interface \’90 : proceedings/compte rendu (Halifax, NS, Canada, May 14-18, 1990)p. 94-104.Canadian Image Processing and Pattern Recognition Society. 1990.

«Progress in the field of automatic handwritten signature verifications systems using gray level image»

Sabourin, R. and Plamondon, R..”
Frontiers in handwriting recognition (Montreal, QC, Canada, Apr. 2-3, 1990)p. 1-12.Montreal : Centre for Pattern Recognition & Machine Intelligence, Concordia University. 1990.

«Off-Line identification with handwritten signature images : survey and perspectives»

Sabourin, R., Plamondon, R. and Lorette, G..”
Syntactic & structural pattern recognition : pre-proceedings SSPR\’90 ; International Association for Pattern Recognition Workshop … Murray Hill, New Jersey, USA, June 13 – 15, 1990 ; refereed papers and unrefereed abstracts (Murray Hill, NJ, USA, June 13-15, 1990)p. 377-391.Morris Plains, NJ : Compton Pr. 1990.

«Segmentation of handwritten signature images using the statistics of directional data»

Sabourin, Robert and Plamondon, Réjean.”
9th International Conference on Pattern Recognition (Rome, Italy, Nov. 14-17, 1988)p. 282-285.IEEE. Compte des citations dans Scopus : 6. 1988.

«On the implementation of some graphometric techniques for interactive signature verification : a feasability study»

Sabourin, R. and Plamondon, R..”
Comptes rendus du troisième symposium international sur l\’écriture manuscrite et ses applications informatiques, Montréal, Canada, 20-23 juillet 1987 = Proceedings of the third International Symposium on Handwriting and Computer Applications (Montréal, QC, Canada, July 20-23,1987)p. 160-162.Montréal : École polytechnique de Montréal. 1987.

«Preprocessing of handwritten signatures from image gradient analysis»

Sabourin, Robert and Plamondon, Réjean.”
8th International Conference on Pattern Recognition (ICPR\’86) (Paris, France, Oct. 27-31, 1986)p. 576-579.Washington, D.C. : IEEE Computer Society Press. 1986.

«A Novel Random Forest Dissimilarity Measure for Multi-View Learning»

Cao, Hongliu and Bernard, Simon and Sabourin, Robert and Heutte, Laurent”

arXiv 2020.

«Improving BPSO-based feature selection applied to offline WI handwritten signature verification through overfitting control»

Souza, Victor L.F. and Oliveira, Adriano L.I. and Cruz, Rafael M.O. and Sabourin, Robert”

arXiv 2020.

«Dynamic fusion of human and machine decisions for efficient cost-sensitive biometric authentication»

Coetzer, Johannes and Swanepoel, Jacques and Sabourin, Robert”

2020 International SAUPEC/RobMech/PRASA Conference, SAUPEC/RobMech/PRASA 2020 2020.

«A white-box analysis on the writer-independent dichotomy transformation applied to offline handwritten signature verification»

Souza, Victor L.F. and Oliveira, Adriano L.I. and Cruz, Rafael M.O. and Sabourin, Robert”

arXiv 2020.

«Multi-label learning for dynamic model type recommendation»

Souza, Mariana A. and Sabourin, Robert and Cavalcanti, George D.C. and Cruz, Rafael M.O.”

arXiv 2020.

«An End-to-End Approach for Recognition of Modern and Historical Handwritten Numeral Strings»

Hochuli, Andre G. and Britto, Alceu S. and Barddal, Jean P. and Sabourin, Robert and Oliveira, Luiz E.S.”

Proceedings of the International Joint Conference on Neural Networks 2020.

«Meta-learning for fast classifier adaptation to new users of signature verification systems»

Hafemann, Luiz G. and Sabourin, Robert and Oliveira, Luiz S.”

arXiv 2019.

«On evaluating the online local pool generation method for imbalance learning»

Souza, Mariana A. and Cavalcanti, George D.C. and Cruz, Rafael M.O. and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2019.

«A decision-based dynamic ensemble selection method for concept drift»

Saraiva Albuquerque, Régis Antônio and Josuá Costa, Albert França and dos Santos, Eulanda Miranda and Sabourin, Robert and Giusti, Rafael”

arXiv 2019.

«A decision-based dynamic ensemble selection method for concept drift»

Saraiva Albuquerque, Régis Antônio and Josuá Costa, Albert França and dos Santos, Eulanda Miranda and Sabourin, Robert and Giusti, Rafael”

arXiv 2019.

«Characterizing and evaluating adversarial examples for offline handwritten signature verification»

Hafemann, Luiz G. and Sabourin, Robert and Oliveira, Luiz S.”

arXiv 2019.

«On Dissimilarity Representation and Transfer Learning for Offline Handwritten Signature Verification»

Souza, Victor L.F. and Oliveira, Adriano L.I. and Cruz, Rafael M.O. and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2019.

«Analyzing different prototype selection techniques for dynamic classifier and ensemble selection»

Cruz, Rafael M.O. and Sabourin, Robert and Cavalcanti, George D.C.”

arXiv 2018.

«An ensemble generation method based on instance hardness»

Walmsley, Felipe N. and Cavalcanti, George D.C. and Oliveira, Dayvid V.R. and Cruz, Rafael M.O. and Sabourin, Robert”

arXiv 2018.

«On meta-learning for dynamic ensemble selection»

Cruz, Rafael M.O. and Sabourin, Robert and Cavalcanti, George D.C.”

arXiv 2018.

«META-DES.H: A dynamic ensemble selection technique using meta-learning and a dynamic weighting approach»

Cruz, Rafael M.O. and Sabourin, Robert and Cavalcanti, George D.C.”

arXiv 2018.

«Analyzing different prototype selection techniques for dynamic classifier and ensemble selection»

Cruz, Rafael M.O. and Sabourin, Robert and Cavalcanti, George D.C.”

arXiv 2018.

«FIRE-DES++: Enhanced online pruning of base classifiers for dynamic ensemble selection»

Cruz, Rafael M.O. and Oliveiraa, Dayvid V.R. and Cavalcanti, George D.C. and Sabourin, Robert”

arXiv 2018.

«Dynamic ensemble selection by k-nearest local oracles with discrimination index»

Pereira, Marcelo and Britto, Alceu and Oliveira, Luiz and Sabourin, Robert”

Proceedings – International Conference on Tools with Artificial Intelligence, ICTAI 2018.

«Online local pool generation for dynamic classifier selection: An extended version»

Souza, Mariana A. and Cavalcanti, George D.C. and Cruz, Rafael M.O. and Sabourin, Robert”

arXiv 2018.

«Segmentation-free approaches for handwritten numeral string recognition»

Hochuli, Andre G. and Oliveira, Luiz S. and Britto, Alceu de Souza and Sabourin, Robert”

arXiv 2018.

«Dissimilarity-based representation for radiomics applications»

Cao, Hongliu and Bernard, Simon and Heutte, Laurent and Sabourin, Robert”

arXiv 2018.

«Offline handwritten signature verification – Literature review»

Hafemann, Luiz G. and Sabourin, Robert and Oliveira, Luiz S.”

Proceedings of the 7th International Conference on Image Processing Theory, Tools and Applications, IPTA 2017 2018.

«DESlib: A Dynamic ensemble selection library in Python»

Cruz, Rafael M.O. and Hafemann, Luiz G. and Sabourin, Robert and Cavalcanti, George D.C.”

arXiv 2018.

«A writer-independent approach for offline signature verification using deep convolutional neural networks features»

Souza, Victor L.F. and Oliveira, Adriano L.I. and Sabourin, Robert”

arXiv 2018.

«On dynamic ensemble selection and data preprocessing for multi-class imbalance learning»

Cruz, Rafael M.O. and Souza, Mariana A. and Sabourin, Robert and Cavalcanti, George D.C.”

arXiv 2018.

«Improve the performance of transfer learning without fine-tuning using dissimilarity-based multi-view learning for breast cancer histology images»

Cao, Hongliu and Bernard, Simon and Heutte, Laurent and Sabourin, Robert”

arXiv 2018.

«Dynamic ensemble selection VS K-NN: Why and when Dynamic Selection obtains higher classification performance?»

Cruz, Rafael M.O. and Zakane, Hiba H. and Sabourin, Robert and Cavalcanti, George D.C.”

arXiv 2018.

«Fusion of classifiers based on centrality measures»

Silva, Ronan Assumpcao and Britto, Alceu S. and Enembreck, Fabricio and Sabourin, Robert and Oliveira, Luis S.”

Proceedings – International Conference on Tools with Artificial Intelligence, ICTAI 2018.

«Online local pool generation for dynamic classifier selection: An extended version»

Souza, Mariana A. and Cavalcanti, George D.C. and Cruz, Rafael M.O. and Sabourin, Robert”

arXiv 2018.

«Deep learning architectures for face recognition in video surveillance»

Bashbaghi, Saman and Granger, Eric and Sabourin, Robert and Parchami, Mostafa”

arXiv 2018.

«Forest species recognition based on ensembles of classifiers»

Martins, Jefferson and Oliveira, Luiz S. and Sabourin, Robert and Britto, Alceu S.”

Proceedings – International Conference on Tools with Artificial Intelligence, ICTAI 2018.

«META-DES: A dynamic ensemble selection framework using meta-learning»

Cruz, Rafael M.O. and Sabourin, Robert and Cavalcanti, George D.C. and Ren, Tsang Ing”

arXiv 2018.

«FIRE-DES++: Enhanced online pruning of base classifiers for dynamic ensemble selection»

Cruz, Rafael M.O. and Oliveiraa, Dayvid V.R. and Cavalcanti, George D.C. and Sabourin, Robert”

arXiv 2018.

«Dynamic voting in multi-view learning for radiomics applications»

Cao, Hongliu and Bernard, Simon and Heutte, Laurent and Sabourin, Robert”

arXiv 2018.

«Fixed-sized representation learning from Offline Handwritten Signatures of different sizes»

Hafemann, Luiz G. and Oliveira, Luiz S. and Sabourin, Robert”

arXiv 2018.

«K-nearest oracles borderline dynamic classifier ensemble selection»

Oliveira, Dayvid V.R. and Cavalcanti, George D.C. and Porpino, Thyago N. and Cruz, Rafael M.O. and Sabourin, Robert”

arXiv 2018.

«On dynamic ensemble selection and data preprocessing for multi-class imbalance learning»

Cruz, Rafael M.O. and Souza, Mariana A. and Sabourin, Robert and Cavalcanti, George D.C.”

arXiv 2018.

«META-DES.Oracle: Meta-learning and feature selection for dynamic ensemble selection»

Cruz, Rafael M.O. and Sabourin, Robert and Cavalcanti, George D.C.”

arXiv 2018.

«Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses»

Rony, Jérôme and Hafemann, Luiz G. and Oliveira, Luiz S. and Ayed, Ismail Ben and Sabourin, Robert and Granger, Eric”

arXiv 2018.

«Automatic Temperature Setpoint Tuning of a Thermoforming Machine using Fuzzy Terminal Iterative Learning Control»

Beauchemin-Turcotte, Mathieu and Gauthier, Guy and Sabourin, Robert”

arXiv 2017.

«Offline handwritten signature verification—Literature review»

Hafemann, L G and Sabourin, R and …”

łdots Conference on Image łdots 2017.

«Learning features for offline handwritten signature verification using deep convolutional neural networks»

Hafemann, Luiz G. and Sabourin, Robert and Oliveira, Luiz S.”

arXiv 2017.

«On the characterization of the Oracle for dynamic classifier selection»

Souza, Mariana A. and Cavalcanti, George D.C. and Cruz, Rafael M.O. and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2017.

«Dynamic selection of exemplar-svms forwatch-list screening through domain adaptation»

Bashbaghi, Saman and Granger, Eric and Sabourin, Robert and Bilodeau, Guillaume Alexandre”

ICPRAM 2017 – Proceedings of the 6th International Conference on Pattern Recognition Applications and Methods 2017.

«Bayesian optimization for conditional hyperparameter spaces»

Levesque, Julien Charles and Durand, Audrey and Gagne, Christian and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2017.

«A two-step cascade classification method»

Silva, Eunelson J. and Britto, Alceu S. and Oliveira, Luiz S. and Enembreck, Fabricio and Sabourin, Robert and Koerich, Alessandro L.”

Proceedings of the International Joint Conference on Neural Networks 2017.

«Learning features for offline handwritten signature verification using deep convolutional neural networks»

Hafemann, Luiz G. and Sabourin, Robert and Oliveira, Luiz S.”

arXiv 2017.

«Handling concept drifts using dynamic selection of classifiers»

De Almeida, Paulo R.Lisboa and Oliveira, Luiz S. and De Souza Britto, Alceu and Sabourin, Robert”

Proceedings – 2016 IEEE 28th International Conference on Tools with Artificial Intelligence, ICTAI 2016 2017.

«Analyzing features learned for Offline Signature Verification using Deep CNNs»

Hafemann, Luiz G. and Sabourin, Robert and Oliveira, Luiz S.”

Proceedings – International Conference on Pattern Recognition 2016.

«Meta-regression based pool size prediction scheme for dynamic selection of classifiers»

Roy, Anandarup and Cruz, Rafael M.O. and Sabourin, Robert and Cavalcanti, George D.C.”

Proceedings – International Conference on Pattern Recognition 2016.

«ROC-based cost-sensitive classification with a reject option»

Dubos, Clement and Bernard, Simon and Adam, Sebastien and Sabourin, Robert”

Proceedings – International Conference on Pattern Recognition 2016.

«Bayesian hyperparameter optimization for ensemble learning»

Lévesque, Julien Charles and Gagné, Christian and Sabourin, Robert”

32nd Conference on Uncertainty in Artificial Intelligence 2016, UAI 2016 2016.

«Approaching the intra-class variability in multi-script static signature evaluation»

Diaz, Moises and Ferrer, Miguel A. and Sabourin, Robert”

Proceedings – International Conference on Pattern Recognition 2016.

«Contribution of data complexity features on dynamic classifier selection»

Brun, Andre L. and Britto, Alceu S. and Oliveira, Luiz S. and Enembreck, Fabricio and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2016.

«Multi-script writer identification using dissimilarity»

Bertolini, Diego and Oliveira, Luiz S. and Sabourin, Robert”

Proceedings – International Conference on Pattern Recognition 2016.

«Transducer state prediction system for smart environment intelligent control»

De Freitas, Marcelo Bassani and Cavalcanti, George D.C. and Sabourin, Robert”

Proceedings – 2015 Brazilian Conference on Intelligent Systems, BRACIS 2015 2016.

«Ensembles of exemplar-SVMs for video face recognition from a single sample per person»

Bashbaghi, Saman and Granger, Eric and Sabourin, Robert and Bilodeau, Guillaume Alexandre”

AVSS 2015 – 12th IEEE International Conference on Advanced Video and Signal Based Surveillance 2015.

«Combining overall and local class accuracies in an oracle-based method for dynamic ensemble selection»

Vriesmann, Leila M. and Britto, Alceu S. and Oliveira, Luiz S. and Koerich, Alessandro L. and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2015.

«Transfer learning between texture classification tasks using Convolutional Neural Networks»

Hafemann, Luiz G. and Oliveira, Luiz S. and Cavalin, Paulo R. and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2015.

«Adaptive skew-sensitive fusion of ensembles and their application to face re-identification»

De-La-Torre, Miguel and Granger, Eric and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2015.

«Adaptive classification for person re-identification driven by change detection»

Pagano, C. and Granger, E. and Sabourin, R. and Marcialis, G. L. and Roli, F.”

ICPRAM 2015 – 4th International Conference on Pattern Recognition Applications and Methods, Proceedings 2015.

«Assessing textural features for writer identification on different writing styles and forgeries»

Bertolini, Diego and Oliveira, Luiz S. and Justino, Edson and Sabourin, Robert”

Proceedings – International Conference on Pattern Recognition 2014.

«Self-updating with facial trajectories for video-to-video face recognition»

De-La-Torre, Miguel and Granger, Eric and Radtke, Paulo and Sabourin, Robert and Gorodnichy, Dmitry O.”

Proceedings – International Conference on Pattern Recognition 2014.

«Design of Fuzzy Terminal Iterative Learning Control based on internal model control»

Beauchemin-Turcotte, Mathieu and Gauthier, Guy and Sabourin, Robert”

2014 22nd Mediterranean Conference on Control and Automation, MED 2014 2014.

«Watch-list screening using ensembles based on multiple face representations»

Bashbaghi, Saman and Granger, Eric and Sabourin, Robert and Bilodeau, Guillaume Alexandre”

Proceedings – International Conference on Pattern Recognition 2014.

«Improving Signature-Based Biometric Cryptosystems Using Cascaded Signature Verification-Fuzzy Vault (SV-FV) Approach»

Eskander, George S. and Sabourin, Robert and Granger, Eric”

Proceedings of International Conference on Frontiers in Handwriting Recognition, ICFHR 2014.

«Evolving classifier ensembles using dynamic multi-objective swarm intelligence»

Connolly, Jean François and Granger, Eric and Sabourin, Robert”

ICPRAM 2013 – Proceedings of the 2nd International Conference on Pattern Recognition Applications and Methods 2013.

«Recognition of blowing sound types for real-time implementation in mobile devices»

Carbonneau, Marc Andre and Gagnon, Ghyslain and Sabourin, Robert and Dubois, Jean”

2013 IEEE 11th International New Circuits and Systems Conference, NEWCAS 2013 2013.

«Detecting bearing defects under high noise levels: A classifier fusion approach»

Batista, Luana and Badri, Bechir and Sabourin, Robert and Thomas, Marc”

IECON Proceedings (Industrial Electronics Conference) 2012.

«Incremental update of biometric models in face-based video surveillance»

De-La-Torre, Miguel and Granger, Eric and Radtke, Paulo V.W. and Sabourin, Robert and Gorodnichy, Dmitry O.”

Proceedings of the International Joint Conference on Neural Networks 2012.

«Adaptive selection of ensembles for imbalanced class distributions»

Radtke, Paulo V.W. and Granger, Eric and Sabourin, Robert and Gorodnichy, Dmitry”

Proceedings – International Conference on Pattern Recognition 2012.

«Detector ensembles for face recognition in video surveillance»

Pagano, Christophe and Granger, Eric and Sabourin, Robert and Gorodnichy, Dmitry O.”

Proceedings of the International Joint Conference on Neural Networks 2012.

«Multi-objective evolutionary optimization for generating ensembles of classifiers in the ROC space»

Lévesque, Julien Charles and Durand, Audrey and Gagné, Christian and Sabourin, Robert”

GECCO’12 – Proceedings of the 14th International Conference on Genetic and Evolutionary Computation 2012.

«Combining textural descriptors for forest species recognition»

Martins, J. G. and Oliveira, L. S. and Sabourin, R.”

IECON Proceedings (Industrial Electronics Conference) 2012.

«Gaussian mixture modeling for dynamic particle swarm optimization of recurrent problems»

Vellasques, Eduardo and Sabourin, Robert and Granger, Eric”

GECCO’12 – Proceedings of the 14th International Conference on Genetic and Evolutionary Computation 2012.

«On the correlation between genotype and classifier diversity»

Connolly, Jean Francois and Granger, Eric and Sabourin, Robert”

Proceedings – International Conference on Pattern Recognition 2012.

«Watermarking stack of grayscale face images as dynamic multi-objective optimization problem»

Rabil, Bassem S. and Sabourin, Robert and Granger, Eric”

Advances in Mass Data Analysis of Images and Signals in Medicine, Biotechnology, Chemistry and Food Industry – 6th International Conference, MDA 2011, Proceedings 2011.

«Forest species recognition using color-based features»

Paula Filho, P. L. and Oliveira, L. S. and Britto, A. S. and Sabourin, R.”

Proceedings – International Conference on Pattern Recognition 2010.

«Applying dissimilarity representation to off-line signature verification»

Batista, Luana and Granger, Eric and Sabourin, Robert”

Proceedings – International Conference on Pattern Recognition 2010.

«Using additional neighborhood information in a dynamic ensemble selection method: improving the KNORA approach»

Vriesmann, Leils Maria and Britto, Alceu S. and Soares Oliveira, Luiz Eduardo and Sabourin, Robert”

17th International Conference on Systems, Signals and Image Processing Using 2010.

«Intelligent watermarking with multi-objective Population Based Incremental Learning»

Rabil, Bassem S. and Sabourin, Robert and Granger, Eric”

Proceedings – 2010 6th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2010 2010.

«Adaptive incremental learning with an ensemble of support vector machines»

Kapp, Marcelo N. and Sabourin, Robert and Maupin, Patrick”

Proceedings – International Conference on Pattern Recognition 2010.

«Intelligent watermarking of document images as a dynamic optimization problem»

Vellasques, Eduardo and Sabourin, Robert and Granger, Eric”

Proceedings – 2010 6th International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIHMSP 2010 2010.

«Boolean combination of classifiers in the ROC space»

Khreich, Wael and Granger, Eric and Miri, Ali and Sabourin, Robert”

Proceedings – International Conference on Pattern Recognition 2010.

«A PSO-based framework for dynamic SVM model selection»

Kapp, Marcelo N. and Sabourin, Robert and Maupin, Patrick”

Proceedings of the 11th Annual Genetic and Evolutionary Computation Conference, GECCO-2009 2009.

«A multi-hypothesis approach for off-line signature verification with HMMs»

Batista, Luana and Granger, Eric and Sabourin, Robert”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2009.

«Document reconstruction using dynamic programming»

Pimenta, Andre and Justino, Edson and Oliveira, Luiz S. and Sabourin, Robert”

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing – Proceedings 2009.

«Evaluation of different strategies to optimize an HMM-based character recognition system»

Santos, Murilo and Ko, Albert and Oliveira, Luis S. and Sabourin, Robert and Koerich, Alessandro L. and Britto, Alceu S.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2009.

«A new HMM training and testing scheme»

Ko, Albert Hung Ren and Sabourin, Robert and De Souza Britto, Alceu”

Proceedings – International Conference on Pattern Recognition 2008.

«Overfitting in the selection of classifier ensembles: A comparative study between PSO and GA»

Dos Santos, Eulanda M. and Sabourin, Robert and Oliveira, Luiz S. and Maupin, Patrick”

GECCO’08: Proceedings of the 10th Annual Conference on Genetic and Evolutionary Computation 2008 2008.

«Evaluation of Incremental Learning Algorithms for An \HMM\-Based Handwritten Isolated Digits Recognizer»

Cavalin, P R and Sabourin, R and Suen, C Y and Jr, A S Britto”

Proceedings of the 11th International Conference on Frontiers in Handwriting Recognition (ICFHR 2008) 2008.

«Pareto analysis for the selection of classifier ensembles»

Dos Santos, Eulanda M. and Sabourin, Robert and Maupin, Patrick”

GECCO’08: Proceedings of the 10th Annual Conference on Genetic and Evolutionary Computation 2008 2008.

«Fusion of Biometric Systems using One-Class Classification»

Bergamini, Cheila and Oliveira, Luiz S. and Koerich, Alessandro L. and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2008.

«A comparison of fuzzy ARTMAP and Gaussian ARTMAP neural networks for incremental learning»

Granger, Eric and Connolly, Jean François and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2008.

«The implication of data diversity for a classifier-free ensemble selection in random subspaces»

Ko, Albert Hung Ren and Sabourin, Robert and De Oliveira, Luiz E.Soares and De Souza Britto, Alceu”

Proceedings – International Conference on Pattern Recognition 2008.

«Distance-based disagreement classifiers combination»

Freitas, Cinthia O.A. and Carvalho, João M. and Oliveira, José J. and Aires, Simone B.K. and Sabourin, Robert”

IEEE International Conference on Neural Networks – Conference Proceedings 2007.

«An empirical study on diversity measures and margin theory for ensembles of classifiers»

Kapp, Marcelo N. and Sabourin, Robert and Maupin, Patrick”

FUSION 2007 – 2007 10th International Conference on Information Fusion 2007.

«K-nearest oracle for dynamic ensemble selection»

Ko, Albert Hung Ren and Sabourin, Robert and Britto, Alceu De Souza”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2007.

«Annealing based approach to optimize classification systems»

Radtke, Paulo V.W. and Sabourin, Robert and Wong, Tony”

IEEE International Conference on Neural Networks – Conference Proceedings 2007.

«Ambiguity-guided dynamic selection of ensemble of classifiers»

Dos Santos, Eulanda M. and Sabourin, Robert and Maupin, Patrick”

FUSION 2007 – 2007 10th International Conference on Information Fusion 2007.

«A human-centric off-line signature verification system»

Coetzer, H and Sabourin, R”

Ninth International Conference on łdots 2007.

«Combining diversity and classification accuracy for ensemble selection in random subspaces»

Ko, Albert Hung Ren and Sabourin, Robert and De Souza Britto, Alceu”

IEEE International Conference on Neural Networks – Conference Proceedings 2006.

«Evolving ensemble of classifiers in random subspace»

Ko, Albert Hung Ren and Sabourin, Robert and De Souza Britto, Alceu”

GECCO 2006 – Genetic and Evolutionary Computation Conference 2006.

«Single and multi-objective genetic algorithms for the selection of ensemble of classifiers»

Dos Santos, Eulanda M. and Sabourin, Robert and Maupin, Patrick”

IEEE International Conference on Neural Networks – Conference Proceedings 2006.

«An evaluation of over-fit control strategies for multi-objective evolutionary optimization»

Radtke, Paulo V.W. and Wong, Tony and Sabourin, Robert”

IEEE International Conference on Neural Networks – Conference Proceedings 2006.

«A new objective function for ensemble selection in random subspaces»

Ko, Albert Hung Ren and Sabourin, Robert and De Souza Britto, Alceu”

Proceedings – International Conference on Pattern Recognition 2006.

«Particle swarm optimization of fuzzy ARTMAP parameters»

Granger, Eric and Henniges, Philippe and Oliveira, Luiz S. and Sabourin, Robert”

IEEE International Conference on Neural Networks – Conference Proceedings 2006.

«An evaluation of over-fit control strategies for multi-objective evolutionary optimization»

Radtke, Paulo V.W. and Wong, Tony and Sabourin, Robert”

IEEE International Conference on Neural Networks – Conference Proceedings 2006.

«Improving cascading classifiers with particle swarm optimization»

Oliveira, Luiz S. and Britto, Alceu S. and Sabourin, Robert”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2005.

«Intelligent feature extraction for ensemble of classifiers»

Radtke, Paulo V.W. and Sabourin, Robert and Wong, Tony”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2005.

«Optimizing class-related thresholds with Particle Swarm Optimization»

Oliveira, Luiz S. and Britto, Alceu S. and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2005.

«Perceptual Zoning for Handwritten Character Recognition»

Aires, Simone B K and Freitas, Cinthia O A and Bortolozzi, Flavio and Sabourin, Robert”

Proceedings of the 12th Biennial Conference of the International Graphonomics Society 2005.

«Estimating accurate multi-class probabilities with support vector machines»

Milgram, Jonathan and Cheriet, Mohamed and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2005.

«A synthetic database to assess segmentation algorithms»

Oliveira, Luiz S. and Britto, Alceu S. and Sabourin, Robert”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2005.

«Estimating accurate multi-class probabilities with support vector machines»

Milgram, Jonathan and Cheriet, Mohamed and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2005.

«Factors of overtraining with fuzzy ARTMAP neural networks»

Henniges, Philippe and Granger, Eric and Sabourin, Robert”

Proceedings of the International Joint Conference on Neural Networks 2005.

«The Graphology Applied to Signature Verification»

Oliveira, Luiz S. and Justino, Edson and Freitas, Cinthia and Sabourin, Robert”

Proceedings of the 12th Biennial Conference of the International Graphonomics Society 2005.

«Optimizing nearest neighbour in random subspaces using a multi-objective genetic algorithm»

Tremblay, Guillaume and Sabourin, Robert and Maupin, Patrick”

Proceedings – International Conference on Pattern Recognition 2004.

«Evolutionary algorithms for multi-objective optimization in HVAC system control strategy»

Nassif, N. and Kajl, S. and Sabourin, R.”

Annual Conference of the North American Fuzzy Information Processing Society – NAFIPS 2004.

«Two-stage classification system combining model-based and discriminative approaches»

Milgram, Jonathan and Sabourin, Robert and Cheriet, Mohamed”

Proceedings – International Conference on Pattern Recognition 2004.

«Intelligent zoning design using multi-objective evolutionary algorithms»

Radtke, Paulo V.W. and Oliveira, Luiz S. and Sabourin, Robert and Wong, Tony”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2003.

«Integration of contextual information in handwriting recognition systems»

Grandidier, F. and Sabourin, R. and Suen, C. Y.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2003.

«A low-cost parallel K-means VQ algorithm using cluster computing»

Britto, Alceu De S. and De Souza, Paulo S.L. and Sabourin, Robert and De Souza, Simone R.S. and Borges, Díbio L.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2003.

«A low-cost parallel K-means VQ algorithm using cluster computing»

Britto, Alceu De S. and De Souza, Paulo S.L. and Sabourin, Robert and De Souza, Simone R.S. and Borges, Díbio L.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2003.

«Feature selection for ensembles: A hierarchical multi-objective genetic algorithm approach»

Oliveira, L. S. and Sabourin, R. and Bortolozzi, F. and Suen, C. Y.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2003.

«A recognition and verification strategy for handwritten word recognition»

Morita, M. and Sabourin, R. and Bortolozzi, F. and Suen, C. Y.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2003.

«Unsupervised feature selection using multi-objective genetic algorithms for handwritten word recognition»

Morita, M. and Sabourin, R. and Bortolozzi, F. and Suen, C. Y.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2003.

«A low-cost parallel K-means VQ algorithm using cluster computing»

Britto, Alceu De S. and De Souza, Paulo S.L. and Sabourin, Robert and De Souza, Simone R.S. and Borges, Díbio L.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2003.

«Improved model architecture and training phase in an off-line HMM-based word recognition system»

El-Yacoubi, A. and Sabourin, R. and Gilloux, M. and Suen, C.Y.”

łdots Conference on Pattern łdots 2002.

«Feature selection using multi-objective genetic algorithms for handwritten digit recognition»

Oliveira, L. S. and Sabourin, R. and Bortolozzi, F. and Suen, C. Y.”

Proceedings – International Conference on Pattern Recognition 2002.

«Handwriting and signature: one or two personality identifiers?»

Bouletreau, V. and Vincent, N. and Sabourin, R. and Emptoz, H.”

łdots Conference on Pattern łdots 2002.

«An HMM-MLP hybrid system to recognize handwritten dates»

Morita, M. and Oliveira, L. S. and Sabourin, R. and Bortolozzi, F. and Suen, C. Y.”

Proceedings of the International Joint Conference on Neural Networks 2002.

«Causality assignment using multi-objective evolutionary algorithms»

Wong, Tony and Bigras, Pascal and Khayati, Karim”

Proceedings of the IEEE International Conference on Systems, Man and Cybernetics 2002.

«On the performance of wavelets for handwritten numerals recognition»

Correia, Suzete E.N. and De Carvalho, João M. and Sabourin, Robert”

Proceedings – International Conference on Pattern Recognition 2002.

«Fast two-level Viterbi search algorithm for unconstrained handwriting recognition»

Koerich, Alessandro L. and Sabourin, Robert and Suen, Ching Y.”

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing – Proceedings 2002.

«A string length predictor to control the level building of HMMs for handwritten numeral recognition»

Britto, Alceu De S. and Sabourin, Robert and Bortolozzi, Flavio and Suen, Ching Y.”

Proceedings – International Conference on Pattern Recognition 2002.

«A modular system to recognize numerical amounts on Brazilian Bank cheques»

Oliveira, L. S. and Sabourin, R. and Bortolozzi, F. and Suen, C. Y.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2001.

«Handwritten isolated word recognition: An approach based on mutual information for feature set validation»

Freitas, Cinthia O.A. and Bortolozzi, Flávio and Sabourin, Robert”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2001.

«A distributed scheme for lexicon-driven handwritten word recognition and its application to large vocabulary problems»

Koerich, Alessandro L. and Sabourin, Robert and Suen, Ching Y.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2001.

«An a priori indicator of the discrimination power of discrete hidden Markov models»

Grandidier, F. and Sabourin, R. and Gilloux, M. and Suen, C. Y.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2001.

«Off-line signature verification using HMM for Random, simple and skilled forgeries»

Justino, Edson J.R. and Bortolozzi, Flávio and Sabourin, Robert”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2001.

«A two-stage HMM-based system for recognizing handwritten numeral strings»

De Britto, Alceu S. and Sabourin, Robert and Bortolozzi, Flavio and Suen, Ching Y.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2001.

«Handwritten month word recognition on Brazilian Bank cheques»

Morita, M. and El Yacoubi, A. and Sabourin, R. and Bortolozzi, F. and Suen, C. Y.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 2001.

«A new segmentation approach for handwritten digits»

Soares De Oliveira, Luiz E. and Lethelier, Edouard and Bortolozzi, Flávio and Sabourin, Robert”

Proceedings – International Conference on Pattern Recognition 2000.

«Mathematical morphology and weighted least squares to correct handwriting baseline skew»

Morita, Marisa E. and Facon, Jacques and Bortolozzi, Flávio and Garnés, Silvio J.A. and Sabourin, Robert”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 1999.

«Decision tree-based paraconsistent learning»

Enembreck, Fabrica and Sabourin, Robert”

Proceedings – International Conference of the Chilean Computer Science Society, SCCC 1999.

«Influence of word length on handwriting recognition»

Grandidier, F. and Sabourin, R. and El Yacoubi, A. and Gilloux, M. and Suen, C. Y.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 1999.

«Shape matrices as a mixed shape factor for off-line signature verification»

Sabourin, Robert and Drouhard, J. P. and Wah, Etienne Sum”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 1997.

«Segmentation of Arabic cursive script»

Motawa, Deya and Amin, Adnan and Sabourin, Robert”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 1997.

«Synthetic parameters for handwriting classification»

Bouletreau, V. and Vincent, N. and Sabourin, R. and Emptoz, H.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 1997.

«A fuzzy ARTMAP-based classification system for detecting cancerous cells, based on the one-class problem approach»

Murshed, Nabeel A. and Bortolozzi, Flávio and Sabourin, Robert”

Proceedings – International Conference on Pattern Recognition 1996.

«Pattern spectrum as a local shape factor for off-line signature verification»

Sabourin, Robert and Genest, Ginette and Preteux, Francoise”

Proceedings – International Conference on Pattern Recognition 1996.

«Off-Line signature verification, without a priori knowledge of class 02.A new approach»

Murshed, Nabeel A. and Bortolozzi, Flavio and Sabourin, Robert”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 1995.

«A comparative study of the k nearest neighbour, threshold and neural network classifiers for handwritten signature verification using an enhanced directional PDF»

Drouhard, J. P. and Sabourin, R. and Godbout, M.”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 1995.

«An extended-shadow-code based approach for off-line signature verification: Part -II- evaluation of several multi-classifier combination strategies»

Sabourin, Robert and Genest, Ginette”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 1995.

«An extended-shadow-code based approach for off-line signature verification: Part -II- evaluation of several multi-classifier combination strategies»

Sabourin, Robert and Genest, Ginette”

Proceedings of the International Conference on Document Analysis and Recognition, ICDAR 1995.

«A multi-resolution based approach for handwriting segmentation in gray-scale images»

Cheriet, M. and Thibault, R. and Sabourin, R.”

Proceedings – International Conference on Image Processing, ICIP 1994.

«Evaluation of a training method and of various rejection criteria for a neural network classifier used for off-line signature verification»

Drouhard, Jean Pierre and Sabourin, Robert and Godbout, Mario”

IEEE International Conference on Neural Networks – Conference Proceedings 1994.

«Evaluation of a training method and of various rejection criteria for a neural network classifier used for off-line signature verification»

Drouhard, Jean Pierre and Sabourin, Robert and Godbout, Mario”

IEEE International Conference on Neural Networks – Conference Proceedings 1994.

«Off-line signature verification using directional PDF and neural networks»

Sabourin, Robert and Drouhard, Jean Pierre”

Proceedings – International Conference on Pattern Recognition 1992.

«Segmentation of handwritten signature images using the statistics of directional data»

Sabourin, Robert and Plamondon, Rejean”

Proceedings – International Conference on Pattern Recognition 1988.