Segmentation of handwritten signature images using the statistics of directional data. - Robert Sabourin; Rejean Plamondon (ICPR, 1988)

Off-line signature verification using directional PDF and neural networks. - Robert Sabourin; Jean-Pierre Drouhard (ICPR (2), 1992)

An extended-shadow-code based approach for off-line signature verification. - Robert Sabourin; Mohamed Cheriet; Ginette Genest (ICDAR, 1993)

A Multiresolution Based Approach for Handwriting Segmentation in Gray-scale Images. - Mohamed Cheriet; R. Thibault; Robert Sabourin (ICIP (1), 1994)

An extended-shadow-code based approach for off-line signature verification. I. Evaluation of the bar mask definition. - Robert Sabourin; Ginette Genest (ICPR (2), 1994)

Structural Interpretation of Handwritten Signature Images. - Robert Sabourin; Rejean Plamondon; Louis Beaumier (Int. J. Pattern Recognit. Artif. Intell., 1994)

Comparative study of the k nearest neighbour, threshold and neural network classifiers for handwritten signature verification using an enhanced directional PDF. - Jean-Pierre Drouhard; Robert Sabourin; Mario Godbout (ICDAR, 1995)

Off-line signature verification, without a priori knowledge of class ω2. A new approach. - Nabeel A. Murshed; Flávio Bortolozzi; Robert Sabourin (ICDAR, 1995)

An extended-shadow-code based approach for off-line signature verification. II. Evaluation of several multi-classifier combination strategies. - Robert Sabourin; Ginette Genest (ICDAR, 1995)

Off-line signature verification using fuzzy ARTMAP neural network. - Nabeel A. Murshed; Flávio Bortolozzi; Robert Sabourin (ICNN, 1995)

Off-Line Signature Verification without Requiring Random Forgeries for Training. - Nabeel A. Murshed; Flávio Bortolozzi; Robert Sabourin (ICSC, 1995)

A fuzzy ARTMAP-based classification system for detecting cancerous cells, based on the one-class problem approach. - Nabeel A. Murshed; Flávio Bortolozzi; Robert Sabourin (ICPR, 1996)

Pattern spectrum as a local shape factor for off-line signature verification. - Robert Sabourin; Ginette Genest; Françoise J. Prêteux (ICPR, 1996)

A neural network approach to off-line signature verification using directional PDF. - Jean-Pierre Drouhard; Robert Sabourin; Mario Godbout (Pattern Recognit., 1996)

Objective Evaluation of the Discriminant Power of Features in an HMM-based Word Recognition System. - Mounim A. El-Yacoubi; Michel Gilloux; Robert Sabourin; Ching Y. Suen (BSDIA, 1997)

Generation of Signatures by Deformations. - Claudio de Oliveira; Celso A. A. Kaestner; Flávio Bortolozzi; Robert Sabourin (BSDIA, 1997)

Off-Line Signature Verification: Recent Advances and Perspectives. - Robert Sabourin (BSDIA, 1997)

A Simple Methodology to Bankcheck Segmentation. - José Eduardo Bastos Dos Santos; Flávio Bortolozzi; Robert Sabourin (BSDIA, 1997)

A Fuzzy Perception for Off-Line Handwritten Signature Verification. - Christophe Simon; Eric Levrat; Robert Sabourin; Jacques Brémont (BSDIA, 1997)

Synthetic Parameters for Handwriting Classification. - Viviane Bouletreau; Nicole Vincent; Robert Sabourin; Hubert Emptoz (ICDAR, 1997)

Segmentation of Arabic Cursive Script. - Deya Motawa; Adnan Amin; Robert Sabourin (ICDAR, 1997)

Shape Matrices as a Mixed Shape Factor for Off-line Signature Verification. - Robert Sabourin; Jean-Pierre Drouhard; Etienne Sum Wah (ICDAR, 1997)

A Cognitive Approach to Off-Line Signature Verification. - Nabeel A. Murshed; Robert Sabourin; Flávio Bortolozzi (Int. J. Pattern Recognit. Artif. Intell., 1997)

Handwriting and signature: one or two personality identifiers? - Viviane Bouletreau; Nicole Vincent; Robert Sabourin; Hubert Emptoz (ICPR, 1998)

Improved model architecture and training phase in an off-line HMM-based word recognition system. - Abdenaim El Yacoubi; Robert Sabourin; Michel Gilloux; Ching Y. Suen (ICPR, 1998)

Morphological approach of handwritten word skew correction. - Marisa E. Morita; Flávio Bortolozzi; Jacques Facon; Robert Sabourin (SIBGRAPI, 1998)

Influence of Word Length on Handwriting Recognition. - Frederic Grandidier; Robert Sabourin; Mounim A. El-Yacoubi; Michel Gilloux; Ching Y. Suen (ICDAR, 1999)

Mathematical Morphology and Weighted Least Squares to Correct Handwriting Baseline Skew. - Marisa E. Morita; Jacques Facon; Flávio Bortolozzi; Silvio J. A. Garnés; Robert Sabourin (ICDAR, 1999)

Decision Tree-Based Paraconsistent Learning. - Fabrício Enembreck; Bráulio Coelho Ávila; Robert Sabourin (SCCC, 1999)

An HMM-Based Approach for Off-Line Unconstrained Handwritten Word Modeling and Recognition. - Mounim A. El-Yacoubi; Michel Gilloux; Robert Sabourin; Ching Y. Suen (IEEE Trans. Pattern Anal. Mach. Intell., 1999)

A New Segmentation Approach for Handwritten Digits. - Luiz E. Soares de Oliveira; Edouard Lethelier; Flávio Bortolozzi; Robert Sabourin (ICPR, 2000)

Morphological Pseudo Convex Hull to Correct Handwriting Baseline skew. - Anderson Rocha 001; Jacques Facon; Flávio Bortolozzi; Robert Sabourin (ISMM, 2000)

Brazilian Bank Check Handwritten Legal Amount Recognition. - Cinthia Obladen de Almendra Freitas; Abdenaim El Yacoubi; Flávio Bortolozzi; Robert Sabourin (SIBGRAPI, 2000)

An Off-Line Signature Verification System using Hidden Markov Model and Cross-Validation. - Edson J. R. Justino; Abdenaim El Yacoubi; Flávio Bortolozzi; Robert Sabourin (SIBGRAPI, 2000)

Recognition of Handwritten Dates on Bank Checks using an HMM Approach. - Marisa E. Morita; Edouard Lethelier; Abdenaim El Yacoubi; Flávio Bortolozzi; Robert Sabourin (SIBGRAPI, 2000)

Handwritten Digits Segmentation Based on Structural Approach. - Luiz E. Soares de Oliveira; Edouard Lethelier; Flávio Bortolozzi; Robert Sabourin (SIBGRAPI, 2000)

An Enhanced HMM Topology in an LBA Framework for the Recognition of Handwritten Numeral Strings. - Alceu de Souza Britto Jr.; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (ICAPR, 2001)

A Time-Length Constrained Level Building Algorithm for Large Vocabulary Handwritten Word Recognition. - Alessandro L. Koerich; Robert Sabourin; Ching Y. Suen (ICAPR, 2001)

A Two-Stage HMM-Based System for Recognizing Handwritten Numeral Strings. - Alceu de Souza Britto Jr.; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (ICDAR, 2001)

Handwritten Isolated Word Recognition: An Approach Based on Mutual Information for Feature Set Validation. - Cinthia Obladen de Almendra Freitas; Flávio Bortolozzi; Robert Sabourin (ICDAR, 2001)

An a priori Indicator of the Discrimination Power of Discrete Hidden Markov Models. - Frederic Grandidier; Robert Sabourin; Michel Gilloux; Ching Y. Suen (ICDAR, 2001)

Off-line Signature Verification Using HMM for Random, Simple and Skilled Forgeries. - Edson J. R. Justino; Flávio Bortolozzi; Robert Sabourin (ICDAR, 2001)

A Distributed Scheme for Lexicon-Driven Handwritten Word Recognition and its Application to Large Vocabulary Problems. - Alessandro L. Koerich; Robert Sabourin; Ching Y. Suen (ICDAR, 2001)

Handwritten Month Word Recognition on Brazilian Bank Checks. - Marisa E. Morita; Robert Sabourin; Mounim A. El-Yacoubi; Flávio Bortolozzi; Ching Y. Suen (ICDAR, 2001)

A Modular System to Recognize Numerical Amounts on Brazilian Bank Checks. - Luiz E. Soares de Oliveira; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (ICDAR, 2001)

Feature Subset Selection Using Genetic Algorithms for Handwritten Digit Recognition. - Luiz E. Soares de Oliveira; N. Benahmed; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (SIBGRAPI, 2001)

High-Level Verification of Handwritten Numeral Strings. - Luiz E. Soares de Oliveira; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (SIBGRAPI, 2001)

Técnicas em Processamento e Análise de Documentos Manuscritos. - Alceu de Souza Britto Jr.; Cinthia Obladen de Almendra Freitas; Edson J. R. Justino; Díbio Leandro Borges; Jacques Facon; Flávio Bortolozzi; Robert Sabourin (RITA, 2001)

Fast two-level Viterbi search algorithm for unconstrained handwriting recognition. - Alessandro L. Koerich; Robert Sabourin; Ching Y. Suen (ICASSP, 2002)

A hybrid large vocabulary handwritten word recognition system using neural networks with hidden Markov models. - Alessandro L. Koerich; Yann Leydier; Robert Sabourin; Ching Y. Suen (IWFHR, 2002)

Segmentation and recognition of handwritten dates. - Marisa E. Morita; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (IWFHR, 2002)

Feature sets evaluation for handwritten word recognition. - José Josemar de Oliveira Jr.; João Marques de Carvalho; Cinthia Obladen de Almendra Freitas; Robert Sabourin (IWFHR, 2002)

A String Length Predictor to Control the Level Building of HMMs for Handwritten Numeral Recognition. - Alceu de Souza Britto Jr.; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (ICPR (4), 2002)

On the Performance of Wavelets for Handwritten Numerals Recognition. - Suzete E. N. Correia; João Marques de Carvalho; Robert Sabourin (ICPR (3), 2002)

Feature Selection Using Multi-Objective Genetic Algorithms for Handwritten Digit Recognition. - Luiz E. Soares de Oliveira; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (ICPR (1), 2002)

Human-Perception Handwritten Character Recognition Using Wavelets. - Suzete E. N. Correia; João Marques de Carvalho; Robert Sabourin (SIBGRAPI, 2002)

The Interpersonal and Intrapersonal Variability Influences on Off-Line Signature Verification Using HMM. - Edson J. R. Justino; Flávio Bortolozzi; Robert Sabourin (SIBGRAPI, 2002)

Evaluating NN and HMM Classifiers for Handwritten Word Recognition. - José Josemar de Oliveira Jr.; João Marques de Carvalho; Cinthia Obladen de Almendra Freitas; Robert Sabourin (SIBGRAPI, 2002)

Automatic Recognition of Handwritten Numerical Strings: A Recognition and Verification Strategy. - Luiz E. Soares de Oliveira; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (IEEE Trans. Pattern Anal. Mach. Intell., 2002)

A Low-Cost Parallel K-Means VQ Algorithm Using Cluster Computing. - Alceu de Souza Britto Jr.; Paulo Sergio Lopes de Souza; Robert Sabourin; Simone do Rócio Senger de Souza; Díbio Leandro Borges (ICDAR, 2003)

Integration of Contextual Information in Handwriting Recognition Systems. - Frederic Grandidier; Robert Sabourin; Ching Y. Suen (ICDAR, 2003)

A Recognition and Verification Strategy for Handwritten Word Recognition. - Marisa E. Morita; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (ICDAR, 2003)

Unsupervised Feature Selection Using Multi-Objective Genetic Algorithms for Handwritten Word Recognition. - Marisa E. Morita; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (ICDAR, 2003)

Feature Selection for Ensembles: A Hierarchical Multi-Objective Genetic Algorithm Approach. - Luiz E. Soares de Oliveira; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (ICDAR, 2003)

Intelligent Zoning Design Using Multi-Objective Evolutionary Algorithms. - Paulo Vinicius Wolski Radtke; Luiz E. Soares de Oliveira; Robert Sabourin; Tony Wong (ICDAR, 2003)

Evaluating the Conventional and Class-Modular Architectures Feedforward Neural Network for Handwritten Word Recognition. - Marcelo N. Kapp; Cinthia Obladen de Almendra Freitas; Júlio C. Nievola; Robert Sabourin (SIBGRAPI, 2003)

The recognition of handwritten numeral strings using a two-stage HMM-based method. - Alceu de Souza Britto Jr.; Robert Sabourin; Flávio Bortolozzi (Int. J. Document Anal. Recognit., 2003)

Lexicon-driven HMM decoding for large vocabulary handwriting recognition with multiple character models. - Alessandro L. Koerich; Robert Sabourin; Ching Y. Suen (Int. J. Document Anal. Recognit., 2003)

Segmentation and recognition of handwritten dates: an HMM-MLP hybrid approach. - Marisa E. Morita; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (Int. J. Document Anal. Recognit., 2003)

A Methodology for Feature Selection Using Multiobjective Genetic Algorithms for Handwritten Digit String Recognition. - Luiz E. Soares de Oliveira; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (Int. J. Pattern Recognit. Artif. Intell., 2003)

Large vocabulary off-line handwriting recognition: A survey. - Alessandro L. Koerich; Robert Sabourin; Ching Y. Suen (Pattern Anal. Appl., 2003)

Impacts of verification on a numeral string recognition system. - Luiz E. Soares de Oliveira; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (Pattern Recognit. Lett., 2003)

A hybrid MOEA for the capacitated exam proximity problem. - Tony Wong; Pascal Côté; Robert Sabourin (IEEE Congress on Evolutionary Computation, 2004)

Foreground and background information in an HMM-based method for recognition of isolated characters and numeral strings. - Alceu de Souza Britto Jr.; Robert Sabourin; Flávio Bortolozzi; Ching Y. Suen (IWFHR, 2004)

Handwritten Brazilian month recognition: an analysis of two NN architectures and a rejection mechanism. - Marcelo N. Kapp; Cinthia Obladen de Almendra Freitas; Robert Sabourin (IWFHR, 2004)

Fast two-level HMM decoding algorithm for large vocabulary handwriting recognition. - Alessandro L. Koerich; Robert Sabourin; Ching Y. Suen (IWFHR, 2004)

Speeding up the decision making of support vector classifiers. - Jonathan Milgram; Mohamed Cheriet; Robert Sabourin (IWFHR, 2004)

Unsupervised feature selection for ensemble of classifiers. - Marisa E. Morita; Luiz S. Oliveira; Robert Sabourin (IWFHR, 2004)

An optimized hill climbing algorithm for feature subset selection: evaluation on handwritten character recognition. - Carlos M. Nunes; Alceu de Souza Britto Jr.; Celso A. A. Kaestner; Robert Sabourin (IWFHR, 2004)

Support vector machines for handwritten numerical string recognition. - Luiz S. Oliveira; Robert Sabourin (IWFHR, 2004)

An off-line signature verification method based on the questioned document expert's approach and a neural network classifier. - Cesar R. Santos; Edson J. R. Justino; Flávio Bortolozzi; Robert Sabourin (IWFHR, 2004)

Two-Stage Classification System combining Model-Based and Discriminative Approaches. - Jonathan Milgram; Robert Sabourin; Mohamed Cheriet (ICPR (1), 2004)

Optimizing Nearest Neighbour in Random Subspaces using a Multi-Objective Genetic Algorithm. - Guillaume Tremblay; Robert Sabourin; Patrick Maupin (ICPR (1), 2004)

A Hybrid Multi-objective Evolutionary Algorithm for the Uncapacitated Exam Proximity Problem. - Pascal Côté; Tony Wong; Robert Sabourin (PATAT, 2004)

K-Means VQ algorithm using a low-cost parallel cluster computing. - Paulo Sergio Lopes de Souza; Alceu de Souza Britto Jr.; Robert Sabourin; Simone do Rócio Senger de Souza; Díbio Leandro Borges (Parallel and Distributed Computing and Networks, 2004)

Handwritten Recognition with Multiple Classifiers for Restricted Lexicon. - José Josemar de Oliveira Jr.; Marcelo N. Kapp; Cinthia Obladen de Almendra Freitas; João Marques de Carvalho; Robert Sabourin (SIBGRAPI, 2004)

Feature Subset Selection Using an Optimized Hill Climbing Algorithm for Handwritten Character Recognition. - Carlos M. Nunes; Alceu de Souza Britto Jr.; Celso A. A. Kaestner; Robert Sabourin (SSPR/SPR, 2004)

Study Of Perceptual Similarity Between Different Lexicons. - Cinthia Obladen de Almendra Freitas; Flávio Bortolozzi; Robert Sabourin (Int. J. Pattern Recognit. Artif. Intell., 2004)

Multi-objective Genetic Algorithms to Create Ensemble of Classifiers. - Luiz E. Soares de Oliveira; Marisa E. Morita; Robert Sabourin; Flávio Bortolozzi (EMO, 2005)

A Multi-objective Memetic Algorithm for Intelligent Feature Extraction. - Paulo Vinicius Wolski Radtke; Tony Wong; Robert Sabourin (EMO, 2005)

A Synthetic Database to Assess Segmentation Algorithms. - Luiz S. Oliveira; Alceu de Souza Britto Jr.; Robert Sabourin (ICDAR, 2005)

Improving Cascading Classifiers with Particle Swarm Optimization. - Luiz S. Oliveira; Alceu de Souza Britto Jr.; Robert Sabourin (ICDAR, 2005)

Intelligent Feature Extraction for Ensemble of Classifiers. - Paulo Vinicius Wolski Radtke; Robert Sabourin; Tony Wong (ICDAR, 2005)

Factors of overtraining with fuzzy ARTMAP neural networks. - Philippe Henniges; Eric Granger; Robert Sabourin (IJCNN, 2005)

Estimating accurate multi-class probabilities with support vector machines. - Jonathan Milgram; Mohamed Cheriet; Robert Sabourin (IJCNN, 2005)

Optimizing class-related thresholds with particle swarm optimization. - Luiz S. Oliveira; Alceu S. Britto Jr.; Robert Sabourin (IJCNN, 2005)

Recognition and Verification of Unconstrained Handwritten Words. - Alessandro L. Koerich; Robert Sabourin; Ching Y. Suen (IEEE Trans. Pattern Anal. Mach. Intell., 2005)

A comparison of SVM and HMM classifiers in the off-line signature verification. - Edson J. R. Justino; Flávio Bortolozzi; Robert Sabourin (Pattern Recognit. Lett., 2005)

Evolving ensemble of classifiers in random subspace. - Albert Hung-Ren Ko; Robert Sabourin; Alceu de Souza Britto Jr. (GECCO, 2006)

A New Objective Function for Ensemble Selection in Random Subspaces. - Albert Hung-Ren Ko; Robert Sabourin; Alceu de Souza Britto Jr. (ICPR (4), 2006)

Particle Swarm Optimization of Fuzzy ARTMAP Parameters. - Eric Granger; Philippe Henniges; Luiz S. Oliveira; Robert Sabourin (IJCNN, 2006)

Combining Diversity and Classification Accuracy for Ensemble Selection in Random Subspaces. - Albert Hung-Ren Ko; Robert Sabourin; Alceu de Souza Britto Jr. (IJCNN, 2006)

An Evaluation of Over-Fit Control Strategies for Multi-Objective Evolutionary Optimization. - Paulo Vinicius Wolski Radtke; Tony Wong; Robert Sabourin (IJCNN, 2006)

Single and Multi-Objective Genetic Algorithms for the Selection of Ensemble of Classifiers. - Eulanda Miranda dos Santos; Robert Sabourin; Patrick Maupin (IJCNN, 2006)

An implicit segmentation-based method for recognition of handwritten strings of characters. - Paulo Rodrigo Cavalin; Alceu de Souza Britto Jr.; Flávio Bortolozzi; Robert Sabourin; Luiz E. Soares de Oliveira (SAC, 2006)

Feature selection for ensembles applied to handwriting recognition. - Luiz S. Oliveira; Marisa E. Morita; Robert Sabourin (Int. J. Document Anal. Recognit., 2006)

Feature Selection for Ensembles Using the Multi-Objective Optimization Approach. - Luiz S. Oliveira; Marisa E. Morita; Robert Sabourin (Multi-Objective Machine Learning, 2006)

Confusion Matrix Disagreement for Multiple Classifiers. - Cinthia Obladen de Almendra Freitas; João Marques de Carvalho; José Josemar de Oliveira Jr.; Simone B. K. Aires; Robert Sabourin (CIARP, 2007)

An empirical study on diversity measures and margin theory for ensembles of classifiers. - Marcelo N. Kapp; Robert Sabourin; Patrick Maupin (FUSION, 2007)

Ambiguity-guided dynamic selection of ensemble of classifiers. - Eulanda Miranda dos Santos; Robert Sabourin; Patrick Maupin (FUSION, 2007)

A Human-Centric Off-Line Signature Verification System. - Hanno Coetzer; Robert Sabourin (ICDAR, 2007)

K-Nearest Oracle for Dynamic Ensemble Selection. - Albert Hung-Ren Ko; Robert Sabourin; Alceu de Souza Britto Jr. (ICDAR, 2007)

Distance-based Disagreement Classifiers Combination. - Cinthia Obladen de Almendra Freitas; João Marques de Carvalho; José Josemar de Oliveira Jr.; Simone B. K. Aires; Robert Sabourin (IJCNN, 2007)

Off-line Signature Verification Using Writer-Independent Approach. - Luiz S. Oliveira; Edson J. R. Justino; Robert Sabourin (IJCNN, 2007)

Annealing Based Approach to Optimize Classification Systems. - Paulo Vinicius Wolski Radtke; Robert Sabourin; Tony Wong (IJCNN, 2007)

A New HMM-Based Ensemble Generation Method for Numeral Recognition. - Albert Hung-Ren Ko; Robert Sabourin; Alceu de Souza Britto Jr. (MCS, 2007)

Applying Pairwise Fusion Matrix on Fusion Functions for Classifier Combination. - Albert Hung-Ren Ko; Robert Sabourin; Alceu de Souza Britto Jr. (MCS, 2007)

A New Dynamic Ensemble Selection Method for Numeral Recognition. - Albert Hung-Ren Ko; Robert Sabourin; Alceu de Souza Britto Jr. (MCS, 2007)

Multi-objective optimization of an ecological assembly model. - Pascal Côté; Lael Parrott; Robert Sabourin (Ecol. Informatics, 2007)

Methodology for the design of NN-based month-word recognizers written on Brazilian bank checks. - Marcelo N. Kapp; Cinthia Obladen de Almendra Freitas; Robert Sabourin (Image Vis. Comput., 2007)

Pairwise fusion matrix for combining classifiers. - Albert Hung-Ren Ko; Robert Sabourin; Alceu de Souza Britto Jr.; Luiz S. Oliveira (Pattern Recognit., 2007)

Supervised Incremental Learning with the Fuzzy ARTMAP Neural Network. - Jean-François Connolly; Eric Granger; Robert Sabourin (ANNPR, 2008)

Overfitting in the selection of classifier ensembles: a comparative study between PSO and GA. - Eulanda Miranda dos Santos; Luiz S. Oliveira; Robert Sabourin; Patrick Maupin (GECCO, 2008)

Pareto analysis for the selection of classifier ensembles. - Eulanda Miranda dos Santos; Robert Sabourin; Patrick Maupin (GECCO, 2008)

A new HMM training and testing scheme. - Albert Hung-Ren Ko; Robert Sabourin; Alceu de Souza Britto Jr. (ICPR, 2008)

The implication of data diversity for a classifier-free ensemble selection in random subspaces. - Albert Hung-Ren Ko; Robert Sabourin; Luiz E. Soares de Oliveira; Alceu de Souza Britto Jr. (ICPR, 2008)

Fusion of biometric systems using one-class classification. - Cheila Bergamini; Luiz S. Oliveira; Alessandro L. Koerich; Robert Sabourin (IJCNN, 2008)

A comparison of fuzzy ARTMAP and Gaussian ARTMAP neural networks for incremental learning. - Eric Granger; Jean-François Connolly; Robert Sabourin (IJCNN, 2008)

Using the RRT algorithm to optimize classification systems for handwritten digits and letters. - Paulo Vinicius Wolski Radtke; Robert Sabourin; Tony Wong (SAC, 2008)

Ensemble of classifiers for off-line signature verification. - Diego Bertolini; Luiz S. Oliveira; Edson J. R. Justino; Robert Sabourin (SMC, 2008)

Combining Classifiers in the ROC-space for Off-line Signature Verification. - Luiz S. Oliveira; Edson J. R. Justino; Robert Sabourin; Flávio Bortolozzi (J. Univers. Comput. Sci., 2008)

From dynamic classifier selection to dynamic ensemble selection. - Albert Hung-Ren Ko; Robert Sabourin; Alceu de Souza Britto Jr. (Pattern Recognit., 2008)

A dynamic overproduce-and-choose strategy for the selection of classifier ensembles. - Eulanda Miranda dos Santos; Robert Sabourin; Patrick Maupin (Pattern Recognit., 2008)

Filtering segmentation cuts for digit string recognition. - Eduardo Vellasques; Luiz S. Oliveira; Alceu de Souza Britto Jr.; Alessandro L. Koerich; Robert Sabourin (Pattern Recognit., 2008)

Handwritten Word Recognition Using Multi-view Analysis. - José Josemar de Oliveira Jr.; Cinthia Obladen de Almendra Freitas; João Marques de Carvalho; Robert Sabourin (CIARP, 2009)

Incremental adaptation of fuzzy ARTMAP neural networks for video-based face classification. - Jean-François Connolly; Eric Granger; Robert Sabourin (CISDA, 2009)

A comparison of techniques for on-line incremental learning of HMM parameters in anomaly detection. - Wael Khreich; Eric Granger; Ali Miri; Robert Sabourin (CISDA, 2009)

A PSO-based framework for dynamic SVM model selection. - Marcelo N. Kapp; Robert Sabourin; Patrick Maupin (GECCO, 2009)

Document reconstruction using dynamic programming. - Andre Pimenta; Edson J. R. Justino; Luiz S. Oliveira; Robert Sabourin (ICASSP, 2009)

Combining Hidden Markov Models for Improved Anomaly Detection. - Wael Khreich; Eric Granger; Robert Sabourin; Ali Miri (ICC, 2009)

A Multi-Hypothesis Approach for Off-Line Signature Verification with HMMs. - Luana Batista; Eric Granger; Robert Sabourin (ICDAR, 2009)

Evaluation of Different Strategies to Optimize an HMM-Based Character Recognition System. - Murilo Santos; Albert Hung-Ren Ko; Luiz S. Oliveira; Robert Sabourin; Alessandro L. Koerich; Alceu de Souza Britto Jr. (ICDAR, 2009)

Compound Diversity Functions for Ensemble Selection. - Albert Hung-Ren Ko; Robert Sabourin; Alceu de Souza Britto Jr. (Int. J. Pattern Recognit. Artif. Intell., 2009)

Solution over-Fit Control in Evolutionary Multiobjective Optimization of Pattern Classification Systems. - Paulo Vinicius Wolski Radtke; Tony Wong; Robert Sabourin (Int. J. Pattern Recognit. Artif. Intell., 2009)

Overfitting cautious selection of classifier ensembles with genetic algorithms. - Eulanda Miranda dos Santos; Robert Sabourin; Patrick Maupin (Inf. Fusion, 2009)

Ensemble of HMM classifiers based on the clustering validity index for a handwritten numeral recognizer. - Albert Hung-Ren Ko; Robert Sabourin; Alceu de Souza Britto Jr. (Pattern Anal. Appl., 2009)

Leave-One-Out-Training and Leave-One-Out-Testing Hidden Markov Models for a Handwritten Numeral Recognizer: The Implications of a Single Classifier and Multiple Classifications. - Albert Hung-Ren Ko; Paulo Rodrigo Cavalin; Robert Sabourin; Alceu de Souza Britto Jr. (IEEE Trans. Pattern Anal. Mach. Intell., 2009)

Evaluation of incremental learning algorithms for HMM in the recognition of alphanumeric characters. - Paulo Rodrigo Cavalin; Robert Sabourin; Ching Y. Suen; Alceu de Souza Britto Jr. (Pattern Recognit., 2009)

Combining different biometric traits with one-class classification. - Cheila Bergamini; Luiz S. Oliveira; Alessandro L. Koerich; Robert Sabourin (Signal Process., 2009)

Combining Model-Based and Discriminative Approaches in a Modular Two-stage Classification System: Application to isolated Handwritten Digit Recognition. - Jonathan Milgram; Robert Sabourin; Mohamed Cheriet (Progress in Computer Vision and Image Analysis, 2009)

An adaptive ensemble of fuzzy ARTMAP neural networks for video-based face classification. - Jean-François Connolly; Eric Granger; Robert Sabourin (IEEE Congress on Evolutionary Computation, 2010)

Applying Dissimilarity Representation to Off-Line Signature Verification. - Luana Batista; Eric Granger; Robert Sabourin (ICPR, 2010)

Adaptive Incremental Learning with an Ensemble of Support Vector Machines. - Marcelo N. Kapp; Robert Sabourin; Patrick Maupin (ICPR, 2010)

Boolean Combination of Classifiers in the ROC Space. - Wael Khreich; Eric Granger; Ali Miri; Robert Sabourin (ICPR, 2010)

Forest Species Recognition Using Color-Based Features. - Pedro Luiz de Paula Filho; Luiz S. Oliveira; Alceu de Souza Britto Jr.; Robert Sabourin (ICPR, 2010)

Intelligent Watermarking with Multi-objective Population Based Incremental Learning. - Bassem S. Rabil; Robert Sabourin; Eric Granger (IIH-MSP, 2010)

Intelligent Watermarking of Document Images as a Dynamic Optimization Problem. - Eduardo Vellasques; Robert Sabourin; Eric Granger (IIH-MSP, 2010)

A Multi-Classifier System for Off-Line Signature Verification Based on Dissimilarity Representation. - Luana Batista; Eric Granger; Robert Sabourin (MCS, 2010)

Dynamic Selection of Ensembles of Classifiers Using Contextual Information. - Paulo Rodrigo Cavalin; Robert Sabourin; Ching Y. Suen (MCS, 2010)

Improving performance of HMM-based off-line signature verification systems through a multi-hypothesis approach. - Luana Batista; Eric Granger; Robert Sabourin (Int. J. Document Anal. Recognit., 2010)

Reducing forgeries in writer-independent off-line signature verification through ensemble of classifiers. - Diego Bertolini; Luiz S. Oliveira; Edson J. R. Justino; Robert Sabourin (Pattern Recognit., 2010)

Iterative Boolean combination of classifiers in the ROC space: An application to anomaly detection with HMMs. - Wael Khreich; Eric Granger; Ali Miri; Robert Sabourin (Pattern Recognit., 2010)

On the memory complexity of the forward-backward algorithm. - Wael Khreich; Eric Granger; Ali Miri; Robert Sabourin (Pattern Recognit. Lett., 2010)

Identificação da Autoria de Manuscritos com Base em Atributos Genéticos e Genéricos da Escrita. - Regiane Kowalek Hanusiak; Edson José Rodrigues Justino; Luiz E. Soares de Oliveira; Robert Sabourin (RITA, 2010)

Classifier ensembles optimization guided by population oracle. - Eulanda Miranda dos Santos; Robert Sabourin (IEEE Congress on Evolutionary Computation, 2011)

Dynamic Zoning Selection for Handwritten Character Recognition. - Luciane Y. Hirabara; Simone B. K. Aires; Cinthia O. A. Freitas; Alceu de Souza Britto Jr.; Robert Sabourin (CIARP, 2011)

Comparing dynamic PSO algorithms for adapting classifier ensembles in video-based face recognition. - Jean-François Connolly; Eric Granger; Robert Sabourin (CIBIM, 2011)

Signature based Fuzzy Vaults with Boosted Feature Selection. - George S. Eskander; Robert Sabourin; Eric Granger (CIBIM, 2011)

Exploring the upper bound performance limit of iris biometrics using score calibration and fusion. - Dmitry O. Gorodnichy; Elan Dubrofsky; Richard Hoshino; Wael Khreich; Eric Granger; Robert Sabourin (CIBIM, 2011)

Impact of watermarking on offline signature verification in intelligent bio-watermarking systems. - Bassem S. Rabil; Robert Sabourin; Eric Granger (CIBIM, 2011)

Watermarking Stack of Grayscale Face Images as Dynamic Multi-Objective Optimization Problem. - Bassem S. Rabil; Robert Sabourin; Eric Granger (MDA, 2011)

Dynamic Ensemble Selection for Off-Line Signature Verification. - Luana Batista; Eric Granger; Robert Sabourin (MCS, 2011)

Incremental Boolean Combination of Classifiers. - Wael Khreich; Eric Granger; Ali Miri; Robert Sabourin (MCS, 2011)

A high throughput system for intelligent watermarking of bi-tonal images. - Eduardo Vellasques; Robert Sabourin; Eric Granger (Appl. Soft Comput., 2011)

A dynamic optimization approach for adaptive incremental learning. - Marcelo N. Kapp; Robert Sabourin; Patrick Maupin (Int. J. Intell. Syst., 2011)

A comparison of adaptive matchers for screening of faces in video surveillance. - Miguel De-la-Torre; Paulo Vinicius Wolski Radtke; Eric Granger; Robert Sabourin; Dmitry O. Gorodnichy (CISDA, 2012)

Efficient cost-sensitive human-machine collaboration for offline signature verification. - Johannes Coetzer; Jacques P. Swanepoel; Robert Sabourin (DRR, 2012)

Multi-objective evolutionary optimization for generating ensembles of classifiers in the ROC space. - Julien-Charles Levesque; Audrey Durand; Christian Gagné 001; Robert Sabourin (GECCO, 2012)

Gaussian mixture modeling for dynamic particle swarm optimization of recurrent problems. - Eduardo Vellasques; Robert Sabourin; Eric Granger (GECCO, 2012)

Adaptation of Writer-Independent Systems for Offline Signature Verification. - George S. Eskander; Robert Sabourin; Eric Granger (ICFHR, 2012)

On the correlation between genotype and classifier diversity. - Jean-François Connolly; Eric Granger; Robert Sabourin (ICPR, 2012)

Adaptive selection of ensembles for imbalanced class distributions. - Paulo Vinicius Wolski Radtke; Eric Granger; Robert Sabourin; Dmitry O. Gorodnichy (ICPR, 2012)

Detecting bearing defects under high noise levels: A classifier fusion approach. - Luana Batista; Bechir Badri; Robert Sabourin; Marc Thomas 002 (IECON, 2012)

Combining textural descriptors for forest species recognition. - Jefferson G. Martins; Luis S. Oliveira; Robert Sabourin (IECON, 2012)

Incremental update of biometric models in face-based video surveillance. - Miguel De-la-Torre; Eric Granger; Paulo Vinicius Wolski Radtke; Robert Sabourin; Dmitry O. Gorodnichy (IJCNN, 2012)

Detector ensembles for face recognition in video surveillance. - Christophe Pagano; Eric Granger; Robert Sabourin; Dmitry O. Gorodnichy (IJCNN, 2012)

Assessing handwitten digit segmentation algorithms. - Felipe Ribas; Luiz S. Oliveira; Alceu de Souza Britto Jr.; Robert Sabourin (SAC, 2012)

A dynamic model selection strategy for support vector machine classifiers. - Marcelo N. Kapp; Robert Sabourin; Patrick Maupin (Appl. Soft Comput., 2012)

Fusion of biometric systems using Boolean combination: an application to iris-based authentication. - Eric Granger; Wael Khreich; Robert Sabourin; Dmitry O. Gorodnichy (Int. J. Biom., 2012)

Writer verification using texture-based features. - Regiane Kowalek Hanusiak; Luiz S. Oliveira; Edson J. R. Justino; Robert Sabourin (Int. J. Document Anal. Recognit., 2012)

An adaptive classification system for video-based face recognition. - Jean-François Connolly; Eric Granger; Robert Sabourin (Inf. Sci., 2012)

A survey of techniques for incremental learning of HMM parameters. - Wael Khreich; Eric Granger; Ali Miri; Robert Sabourin (Inf. Sci., 2012)

Dynamic selection of generative-discriminative ensembles for off-line signature verification. - Luana Batista; Eric Granger; Robert Sabourin (Pattern Recognit., 2012)

LoGID: An adaptive framework combining local and global incremental learning for dynamic selection of ensembles of HMMs. - Paulo Rodrigo Cavalin; Robert Sabourin; Ching Y. Suen (Pattern Recognit., 2012)

Evolution of heterogeneous ensembles through dynamic particle swarm optimization for video-based face recognition. - Jean-François Connolly; Eric Granger; Robert Sabourin (Pattern Recognit., 2012)

Adaptive ROC-based ensembles of HMMs applied to anomaly detection. - Wael Khreich; Eric Granger; Ali Miri; Robert Sabourin (Pattern Recognit., 2012)

Review and Study of Genotypic Diversity Measures for Real-Coded Representations. - Guillaume Corriveau; Raynald Guilbault; Antoine Tahan; Robert Sabourin (IEEE Trans. Evol. Comput., 2012)

Dissimilarity Representation for Handwritten Signature Verification. - George S. Eskander; Robert Sabourin; Eric Granger (AFHA, 2013)

An individual-specific strategy for management of reference data in adaptive ensembles for person re-identification. - Miguel De-la-Torre; Eric Granger; Robert Sabourin; Dmitry O. Gorodnichy (ICDP, 2013)

A comparison of adaptive appearance methods for tracking faces in video surveillance. - M. Ali Akber Dewan; Eric Granger; Fabio Roli; Robert Sabourin; Gian Luca Marcialis (ICDP, 2013)

A Dissimilarity-Based Approach for Biometric Fuzzy Vaults-Application to Handwritten Signature Images. - George S. Eskander; Robert Sabourin; Eric Granger (ICIAP Workshops, 2013)

Evolving Classifier Ensembles using Dynamic Multi-objective Swarm Intelligence. - Jean-François Connolly; Eric Granger; Robert Sabourin (ICPRAM, 2013)

Single Classifier Based Multiple Classifications. - Albert Hung-Ren Ko; Robert Sabourin (MCS, 2013)

Adaptive Ensemble Selection for Face Re-identification under Class Imbalance. - Paulo Vinicius Wolski Radtke; Eric Granger; Robert Sabourin; Dmitry O. Gorodnichy (MCS, 2013)

Towards Automated Transactions Based on the Offline Handwritten Signatures. - George S. Eskander; Robert Sabourin; Eric Granger (MLDM Posters, 2013)

Securing Mass Biometric Templates Using Blockwise Multi-Resolution Clustering. - Bassem S. Rabil; Robert Sabourin; Eric Granger (MLDM Posters, 2013)

Recognition of blowing sound types for real-time implementation in mobile devices. - Marc-Andre Carbonneau; Ghyslain Gagnon; Robert Sabourin; Jean Dubois (NEWCAS, 2013)

On the Dissimilarity Representation and Prototype Selection for Signature-Based Bio-cryptographic Systems. - George S. Eskander; Robert Sabourin; Eric Granger (SIMBAD, 2013)

Dynamic multi-objective evolution of classifier ensembles for video face recognition. - Jean-François Connolly; Eric Granger; Robert Sabourin (Appl. Soft Comput., 2013)

Review of phenotypic diversity formulations for diagnostic tool. - Guillaume Corriveau; Raynald Guilbault; Antoine Tahan; Robert Sabourin (Appl. Soft Comput., 2013)

Fast intelligent watermarking of heterogeneous image streams through mixture modeling of PSO populations. - Eduardo Vellasques; Robert Sabourin; Eric Granger (Appl. Soft Comput., 2013)

A classifier fusion system for bearing fault diagnosis. - Luana Batista; Bechir Badri; Robert Sabourin; Marc Thomas 002 (Expert Syst. Appl., 2013)

Texture-based descriptors for writer identification and verification. - Diego Bertolini; Luiz S. Oliveira; Edson J. R. Justino; Robert Sabourin (Expert Syst. Appl., 2013)

Feature representation selection based on Classifier Projection Space and Oracle analysis. - Rafael M. O. Cruz; George D. C. Cavalcanti; Ing Ren Tsang; Robert Sabourin (Expert Syst. Appl., 2013)

Single Classifier-based Multiple Classification Scheme for weak classifiers: An experimental comparison. - Albert Hung-Ren Ko; Robert Sabourin (Expert Syst. Appl., 2013)

Performance of distributed multi-agent multi-state reinforcement spectrum management using different exploration schemes. - Albert Hung-Ren Ko; Robert Sabourin; François Gagnon (Expert Syst. Appl., 2013)

Securing high resolution grayscale facial captures using a blockwise coevolutionary GA. - Bassem S. Rabil; Safa Tliba; Eric Granger; Robert Sabourin (Expert Syst. Appl., 2013)

DS-DPSO: A dual surrogate approach for intelligent watermarking of bi-tonal document image streams. - Eduardo Vellasques; Robert Sabourin; Eric Granger (Expert Syst. Appl., 2013)

Hybrid writer-independent-writer-dependent offline signature verification system. - George S. Eskander; Robert Sabourin; Eric Granger (IET Biom., 2013)

Handwritten digit segmentation: a comparative study. - F. C. Ribas; Luiz E. Soares de Oliveira; Alceu de Souza Britto Jr.; Robert Sabourin (Int. J. Document Anal. Recognit., 2013)

Multi-feature extraction and selection in writer-independent off-line signature verification. - Dominique Rivard; Eric Granger; Robert Sabourin (Int. J. Document Anal. Recognit., 2013)

A database for automatic classification of forest species. - Jefferson G. Martins; Luiz E. Soares de Oliveira; Silvana Nisgoski; Robert Sabourin (Mach. Vis. Appl., 2013)

Dynamic selection approaches for multiple classifier systems. - Paulo Rodrigo Cavalin; Robert Sabourin; Ching Y. Suen (Neural Comput. Appl., 2013)

Analyzing Dynamic Ensemble Selection Techniques Using Dissimilarity Analysis. - Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (ANNPR, 2014)

Dynamic Weighted Fusion of Adaptive Classifier Ensembles Based on Changing Data Streams. - Christophe Pagano; Eric Granger; Robert Sabourin; Gian Luca Marcialis; Fabio Roli (ANNPR, 2014)

Offline signature-based fuzzy vault: A review and new results. - George S. Eskander; Robert Sabourin; Eric Granger (CIBIM, 2014)

Efficient adaptive face recognition systems based on capture conditions. - Christophe Pagano; Eric Granger; Robert Sabourin; Ajita Rattani; Gian Luca Marcialis; Fabio Roli (CIBIM, 2014)

Improving Signature-Based Biometric Cryptosystems Using Cascaded Signature Verification-Fuzzy Vault (SV-FV) Approach. - George S. Eskander; Robert Sabourin; Eric Granger (ICFHR, 2014)

Watch-List Screening Using Ensembles Based on Multiple Face Representations. - Saman Bashbaghi; Eric Granger; Robert Sabourin; Guillaume-Alexandre Bilodeau (ICPR, 2014)

Assessing Textural Features for Writer Identification on Different Writing Styles and Forgeries. - Diego Bertolini; Luiz S. Oliveira; Edson J. R. Justino; Robert Sabourin (ICPR, 2014)

On Meta-learning for Dynamic Ensemble Selection. - Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (ICPR, 2014)

Self-Updating with Facial Trajectories for Video-to-Video Face Recognition. - Miguel De-la-Torre; Eric Granger; Paulo Vinicius Wolski Radtke; Robert Sabourin; Dmitry O. Gorodnichy (ICPR, 2014)

Design of Fuzzy Terminal Iterative Learning Control based on internal model control. - Mathieu Beauchemin-Turcotte; Guy Gauthier; Robert Sabourin (MED, 2014)

Offline Signature-Based Fuzzy Vault (OSFV: Review and New Results. - George S. Eskander; Robert Sabourin; Eric Granger (CoRR, 2014)

A Classifier-free Ensemble Selection Method based on Data Diversity in Random Subspaces. - Albert Hung-Ren Ko; Robert Sabourin; Alceu S. Britto Jr.; Luiz E. S. Oliveira (CoRR, 2014)

Skew-sensitive boolean combination for adaptive ensembles - An application to face recognition in video surveillance. - Paulo Vinicius Wolski Radtke; Eric Granger; Robert Sabourin; Dmitry O. Gorodnichy (Inf. Fusion, 2014)

A bio-cryptographic system based on offline signature images. - George S. Eskander; Robert Sabourin; Eric Granger (Inf. Sci., 2014)

Adaptive ensembles for face recognition in changing video surveillance environments. - Christophe Pagano; Eric Granger; Robert Sabourin; Gian Luca Marcialis; Fabio Roli (Inf. Sci., 2014)

Rapid blockwise multi-resolution clustering of facial images for intelligent watermarking. - Bassem S. Rabil; Robert Sabourin; Eric Granger (Mach. Vis. Appl., 2014)

Dynamic selection of classifiers - A comprehensive review. - Alceu S. Britto Jr.; Robert Sabourin; Luiz E. Soares de Oliveira (Pattern Recognit., 2014)

Ensembles of exemplar-SVMs for video face recognition from a single sample per person. - Saman Bashbaghi; Eric Granger; Robert Sabourin; Guillaume-Alexandre Bilodeau (AVSS, 2015)

Transducer State Prediction System for Smart Environment Intelligent Control. - Marcelo Bassani de Freitas; George D. C. Cavalcanti; Robert Sabourin (BRACIS, 2015)

Improving Writer Identification Through Writer Selection. - Diego Bertolini; Luiz S. Oliveira; Robert Sabourin (CIARP, 2015)

Adaptive Classification for Person Re-identification Driven by Change Detection. - Christophe Pagano; Eric Granger; Robert Sabourin; Gian Luca Marcialis; Fabio Roli (ICPRAM (1), 2015)

META-DES.H: A Dynamic Ensemble Selection technique using meta-learning and a dynamic weighting approach. - Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (IJCNN, 2015)

Adaptive skew-sensitive fusion of ensembles and their application to face re-identification. - Miguel De-la-Torre; Eric Granger; Robert Sabourin (IJCNN, 2015)

Transfer learning between texture classification tasks using Convolutional Neural Networks. - Luiz G. Hafemann; Luiz S. Oliveira; Paulo Rodrigo Cavalin; Robert Sabourin (IJCNN, 2015)

Combining overall and local class accuracies in an oracle-based method for dynamic ensemble selection. - Leila Maria Vriesmann; Alceu S. Britto Jr.; Luiz S. Oliveira; Alessandro L. Koerich; Robert Sabourin (IJCNN, 2015)

Contextual Anomaly Detection Using Log-Linear Tensor Factorization. - Alpa Jayesh Shah; Christian Desrosiers; Robert Sabourin (PAKDD (2), 2015)

Video Face Recognition From A Single Still Image Using an Adaptive Appearance Model Tracker. - M. Ali Akber Dewan; Eric Granger; Robert Sabourin; Gian Luca Marcialis; Fabio Roli (SSCI, 2015)

A dominance-based stepwise approach for sensor placement optimization. - Albert Hung-Ren Ko; Anne-Laure Jousselme; Robert Sabourin; François Gagnon (Appl. Soft Comput., 2015)

Evaluation of Genotypic Diversity Measurements Exploited in Real-Coded Representation. - Guillaume Corriveau; Raynald Guilbault; Antoine Tahan; Robert Sabourin (CoRR, 2015)

A DEEP analysis of the META-DES framework for dynamic selection of ensemble of classifiers. - Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (CoRR, 2015)

Individual-specific management of reference data in adaptive ensembles for face re-identification. - Miguel De-la-Torre; Eric Granger; Robert Sabourin; Dmitry O. Gorodnichy (IET Comput. Vis., 2015)

Partially-supervised learning from facial trajectories for face recognition in video surveillance. - Miguel De-la-Torre; Eric Granger; Paulo Vinicius Wolski Radtke; Robert Sabourin; Dmitry O. Gorodnichy (Inf. Fusion, 2015)

An adaptive ensemble-based system for face recognition in person re-identification. - Miguel De-la-Torre; Eric Granger; Robert Sabourin; Dmitry O. Gorodnichy (Mach. Vis. Appl., 2015)

Forest species recognition based on dynamic classifier selection and dissimilarity feature vector representation. - Jefferson G. Martins; Luiz S. Oliveira; Alceu S. Britto Jr.; Robert Sabourin (Mach. Vis. Appl., 2015)

META-DES: A dynamic ensemble selection framework using meta-learning. - Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti; Tsang Ing Ren (Pattern Recognit., 2015)

Adaptive skew-sensitive ensembles for face recognition in video surveillance. - Miguel De-la-Torre; Eric Granger; Robert Sabourin; Dmitry O. Gorodnichy (Pattern Recognit., 2015)

Multi-script writer identification using dissimilarity. - Diego Bertolini; Luiz S. Oliveira; Robert Sabourin (ICPR, 2016)

Approaching the intra-class variability in multi-script static signature evaluation. - Moisés Díaz Cabrera; Miguel A. Ferrer; Robert Sabourin (ICPR, 2016)

ROC-based cost-sensitive classification with a reject option. - Clément Dubos; Simon Bernard 001; Sébastien Adam; Robert Sabourin (ICPR, 2016)

Analyzing features learned for Offline Signature Verification using Deep CNNs. - Luiz G. Hafemann; Robert Sabourin; Luiz S. Oliveira (ICPR, 2016)

Meta-regression based pool size prediction scheme for dynamic selection of classifiers. - Anandarup Roy; Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (ICPR, 2016)

Handling Concept Drifts Using Dynamic Selection of Classifiers. - Paulo Ricardo Lisboa de Almeida; Luiz S. Oliveira; Alceu de Souza Britto Jr.; Robert Sabourin (ICTAI, 2016)

Contribution of data complexity features on dynamic classifier selection. - Andre L. Brun; Alceu S. Britto Jr.; Luiz S. Oliveira; Fabrício Enembreck; Robert Sabourin (IJCNN, 2016)

Writer-independent feature learning for Offline Signature Verification using Deep Convolutional Neural Networks. - Luiz G. Hafemann; Robert Sabourin; Luiz S. Oliveira (IJCNN, 2016)

Bayesian Hyperparameter Optimization for Ensemble Learning. - Julien-Charles Levesque; Christian Gagné 001; Robert Sabourin (UAI, 2016)

Meta-learning recommendation of default size of classifier pool for META-DES. - Anandarup Roy; Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (Neurocomputing, 2016)

The Multiclass ROC Front method for cost-sensitive classification. - Simon Bernard 001; Clément Chatelain 001; Sébastien Adam; Robert Sabourin (Pattern Recognit., 2016)

Adaptive appearance model tracking for still-to-video face recognition. - M. Ali Akber Dewan; Eric Granger; Gian Luca Marcialis; Robert Sabourin; Fabio Roli (Pattern Recognit., 2016)

A Dual-Purpose Memory Approach for Dynamic Particle Swarm Optimization of Recurrent Problems. - Eduardo Vellasques; Robert Sabourin; Eric Granger (Recent Advances in Computational Intelligence in Defense and Security, 2016)

Dynamic Selection of Exemplar-SVMs for Watch-list Screening through Domain Adaptation. - Saman Bashbaghi; Eric Granger; Robert Sabourin; Guillaume-Alexandre Bilodeau (ICPRAM, 2017)

Analyzing different prototype selection techniques for dynamic classifier and ensemble selection. - Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (IJCNN, 2017)

Bayesian optimization for conditional hyperparameter spaces. - Julien-Charles Levesque; Audrey Durand; Christian Gagné 001; Robert Sabourin (IJCNN, 2017)

A two-step cascade classification method. - Eunelson Jose da Silva Junior; Alceu S. Britto Jr.; Luiz S. Oliveira; Fabrício Enembreck; Robert Sabourin; Alessandro L. Koerich (IJCNN, 2017)

On the characterization of the Oracle for dynamic classifier selection. - Mariana de Araujo Souza; George D. C. Cavalcanti; Rafael M. O. Cruz; Robert Sabourin (IJCNN, 2017)

Dynamic ensemble selection VS K-NN: Why and when dynamic selection obtains higher classification performance? - Rafael M. O. Cruz; Hiba H. Zakane; Robert Sabourin; George D. C. Cavalcanti (IPTA, 2017)

Offline handwritten signature verification - Literature review. - Luiz G. Hafemann; Robert Sabourin; Luiz S. Oliveira (IPTA, 2017)

Automatic Temperature Setpoint Tuning of a Thermoforming Machine using Fuzzy Terminal Iterative Learning Control. - Mathieu Beauchemin-Turcotte; Guy Gauthier; Robert Sabourin (CoRR, 2017)

Learning Global-Local Distance Metrics for Signature-Based Biometric Cryptosystems. - George S. Eskander Ekladious; Robert Sabourin; Eric Granger (Cryptogr., 2017)

META-DES.Oracle: Meta-learning and feature selection for dynamic ensemble selection. - Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (Inf. Fusion, 2017)

Robust watch-list screening using dynamic ensembles of SVMs based on multiple face representations. - Saman Bashbaghi; Eric Granger; Robert Sabourin; Guillaume-Alexandre Bilodeau (Mach. Vis. Appl., 2017)

Generation of Duplicated Off-Line Signature Images for Verification Systems. - Moisés Díaz Cabrera; Miguel A. Ferrer; George S. Eskander; Robert Sabourin (IEEE Trans. Pattern Anal. Mach. Intell., 2017)

Dynamic ensembles of exemplar-SVMs for still-to-video face recognition. - Saman Bashbaghi; Eric Granger; Robert Sabourin; Guillaume-Alexandre Bilodeau (Pattern Recognit., 2017)

Learning features for offline handwritten signature verification using deep convolutional neural networks. - Luiz G. Hafemann; Robert Sabourin; Luiz S. Oliveira (Pattern Recognit., 2017)

Online pruning of base classifiers for Dynamic Ensemble Selection. - Dayvid V. R. Oliveira; George D. C. Cavalcanti; Robert Sabourin (Pattern Recognit., 2017)

A Writer-Independent Approach for Offline Signature Verification using Deep Convolutional Neural Networks Features. - Victor L. F. Souza; Adriano L. I. Oliveira; Robert Sabourin (BRACIS, 2018)

Improve the Performance of Transfer Learning Without Fine-Tuning Using Dissimilarity-Based Multi-view Learning for Breast Cancer Histology Images. - Hongliu Cao; Simon Bernard 001; Laurent Heutte; Robert Sabourin (ICIAR, 2018)

Forest Species Recognition Based on Ensembles of Classifiers. - Jefferson G. Martins; Luiz S. Oliveira; Robert Sabourin; Alceu S. Britto Jr. (ICTAI, 2018)

Dynamic Ensemble Selection by K-Nearest Local Oracles with Discrimination Index. - Marcelo Pereira; Alceu S. Britto Jr.; Luiz S. Oliveira; Robert Sabourin (ICTAI, 2018)

Fusion of Classifiers Based on Centrality Measures. - Ronan Assumpção Silva; Alceu S. Britto Jr.; Fabrício Enembreck; Robert Sabourin; Luis S. Oliveira (ICTAI, 2018)

Segmentation-Free Approaches For Handwritten Numeral String Recognition. - Andre G. Hochuli; Luiz S. Oliveira; Alceu de Souza Britto Jr.; Robert Sabourin (IJCNN, 2018)

K-Nearest Oracles Borderline Dynamic Classifier Ensemble Selection. - Dayvid V. R. Oliveira; George D. C. Cavalcanti; Thyago N. Porpino; Rafael M. O. Cruz; Robert Sabourin (IJCNN, 2018)

An Ensemble Generation Method Based on Instance Hardness. - Felipe N. Walmsley; George D. C. Cavalcanti; Dayvid V. R. Oliveira; Rafael M. O. Cruz; Robert Sabourin (IJCNN, 2018)

Dynamic Voting in Multi-view Learning for Radiomics Applications. - Hongliu Cao; Simon Bernard 001; Laurent Heutte; Robert Sabourin (S+SSPR, 2018)

Deep Learning Architectures for Face Recognition in Video Surveillance. - Saman Bashbaghi; Eric Granger; Robert Sabourin; Mostafa Parchami (CoRR, 2018)

On dynamic ensemble selection and data preprocessing for multi-class imbalance learning. - Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (CoRR, 2018)

Dissimilarity-based representation for radiomics applications. - Hongliu Cao; Simon Bernard 001; Laurent Heutte; Robert Sabourin (CoRR, 2018)

Online local pool generation for dynamic classifier selection: an extended version. - Mariana de Araujo Souza; George D. C. Cavalcanti; Rafael M. O. Cruz; Robert Sabourin (CoRR, 2018)

META-DES.Oracle: Meta-learning and feature selection for ensemble selection. - Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (CoRR, 2018)

ICPRAI 2018 SI: On dynamic ensemble selection and data preprocessing for multi-class imbalance learning. - Rafael M. O. Cruz; Mariana de Araujo Souza; Robert Sabourin; George D. C. Cavalcanti (CoRR, 2018)

Adapting dynamic classifier selection for concept drift. - Paulo R. L. Almeida; Luiz S. Oliveira; Alceu S. Britto Jr.; Robert Sabourin (Expert Syst. Appl., 2018)

Fixed-sized representation learning from offline handwritten signatures of different sizes. - Luiz G. Hafemann; Luiz S. Oliveira; Robert Sabourin (Int. J. Document Anal. Recognit., 2018)

A study on combining dynamic selection and data preprocessing for imbalance learning. - Anandarup Roy; Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (Neurocomputing, 2018)

Dynamic classifier selection: Recent advances and perspectives. - Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (Inf. Fusion, 2018)

Prototype selection for dynamic classifier and ensemble selection. - Rafael M. O. Cruz; Robert Sabourin; George D. C. Cavalcanti (Neural Comput. Appl., 2018)

A framework for dynamic classifier selection oriented by the classification problem difficulty. - Andre L. Brun; Alceu S. Britto Jr.; Luiz S. Oliveira; Fabrício Enembreck; Robert Sabourin (Pattern Recognit., 2018)

Handwritten digit segmentation: Is it still necessary? - Andre G. Hochuli; Luiz S. Oliveira; Alceu de Souza Britto Jr.; Robert Sabourin (Pattern Recognit., 2018)

Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses. - Jérôme Rony; Luiz G. Hafemann; Luiz S. Oliveira; Ismail Ben Ayed; Robert Sabourin; Eric Granger (CVPR, 2019)

Characterization of Handwritten Signature Images in Dissimilarity Representation Space. - Victor L. F. Souza; Adriano L. I. Oliveira; Rafael M. O. Cruz; Robert Sabourin (ICCS (3), 2019)

A Decision-Based Dynamic Ensemble Selection Method for Concept Drift. - Regis Antonio Saraiva Albuquerque; Albert Franca Josua Costa; Eulanda Miranda dos Santos; Robert Sabourin; Rafael Giusti (ICTAI, 2019)

On evaluating the online local pool generation method for imbalance learning. - Mariana de Araujo Souza; George D. C. Cavalcanti; Rafael M. O. Cruz; Robert Sabourin (IJCNN, 2019)

On Dissimilarity Representation and Transfer Learning for Offline Handwritten Signature Verification. - Victor L. F. Souza; Adriano L. I. Oliveira; Rafael M. O. Cruz; Robert Sabourin (IJCNN, 2019)

Data Preprocessing and Dynamic Ensemble Selection for Imbalanced Data Stream Classification. - Pawel Zyblewski; Robert Sabourin; Michal Wozniak 001 (PKDD/ECML Workshops (2), 2019)

Dynamic Ensemble Selection and Data Preprocessing for Multi-Class Imbalance Learning. - Rafael M. O. Cruz; Mariana de Araujo Souza; Robert Sabourin; George D. C. Cavalcanti (Int. J. Pattern Recognit. Artif. Intell., 2019)

Random forest dissimilarity based multi-view learning for Radiomics application. - Hongliu Cao; Simon Bernard 001; Robert Sabourin; Laurent Heutte (Pattern Recognit., 2019)

FIRE-DES++: Enhanced online pruning of base classifiers for dynamic ensemble selection. - Rafael M. O. Cruz; Dayvid V. R. Oliveira; George D. C. Cavalcanti; Robert Sabourin (Pattern Recognit., 2019)

Online local pool generation for dynamic classifier selection. - Mariana de Araujo Souza; George D. C. Cavalcanti; Rafael M. O. Cruz; Robert Sabourin (Pattern Recognit., 2019)

Characterizing and Evaluating Adversarial Examples for Offline Handwritten Signature Verification. - Luiz G. Hafemann; Robert Sabourin; Luiz S. Oliveira (IEEE Trans. Inf. Forensics Secur., 2019)

Improving BPSO-based feature selection applied to offline WI handwritten signature verification through overfitting control. - Victor L. F. Souza; Adriano L. I. Oliveira; Rafael M. O. Cruz; Robert Sabourin (GECCO Companion, 2020)

A Novel Random Forest Dissimilarity Measure for Multi-View Learning. - Hongliu Cao; Simon Bernard 001; Robert Sabourin; Laurent Heutte (ICPR, 2020)

Classifier Pool Generation based on a Two-level Diversity Approach. - Marcos Monteiro; Alceu S. Britto Jr.; Jean Paul Barddal; Luiz S. Oliveira; Robert Sabourin (ICPR, 2020)

An Investigation of Feature Selection and Transfer Learning for Writer-Independent Offline Handwritten Signature Verification. - Victor L. F. Souza; Adriano L. I. Oliveira; Rafael M. O. Cruz; Robert Sabourin (ICPR, 2020)

An End-to-End Approach for Recognition of Modern and Historical Handwritten Numeral Strings. - Andre G. Hochuli; Alceu S. Britto Jr.; Jean Paul Barddal; Robert Sabourin; Luiz E. S. Oliveira (IJCNN, 2020)

Multi-label learning for dynamic model type recommendation. - Mariana de Araujo Souza; Robert Sabourin; George D. C. Cavalcanti; Rafael M. O. Cruz (IJCNN, 2020)

CSBF: A static ensemble fusion method based on the centrality score of complex networks. - Ronan Assumpção Silva; Alceu de Souza Britto Jr.; Fabrício Enembreck; Robert Sabourin; Luiz Eduardo Soares de Oliveira (Comput. Intell., 2020)

Random Forest for Dissimilarity-based Multi-view Learning. - Simon Bernard 001; Hongliu Cao; Robert Sabourin; Laurent Heutte (CoRR, 2020)

A white-box analysis on the writer-independent dichotomy transformation applied to offline handwritten signature verification. - Victor L. F. Souza; Adriano L. I. Oliveira; Rafael M. O. Cruz; Robert Sabourin (Expert Syst. Appl., 2020)

Selecting and Combining Classifiers Based on Centrality Measures. - Ronan Assumpção Silva; Alceu S. Britto Jr.; Fabrício Enembreck; Robert Sabourin; Luiz S. Oliveira (Int. J. Artif. Intell. Tools, 2020)

DESlib: A Dynamic ensemble selection library in Python. - Rafael M. O. Cruz; Luiz G. Hafemann; Robert Sabourin; George D. C. Cavalcanti (J. Mach. Learn. Res., 2020)

Meta-Learning for Fast Classifier Adaptation to New Users of Signature Verification Systems. - Luiz G. Hafemann; Robert Sabourin; Luiz S. Oliveira (IEEE Trans. Inf. Forensics Secur., 2020)

A comprehensive comparison of end-to-end approaches for handwritten digit string recognition. - Andre G. Hochuli; Alceu S. Britto Jr.; David A. Saji; José M. Saavedra; Robert Sabourin; Luiz S. Oliveira (Expert Syst. Appl., 2021)

Preprocessed dynamic classifier ensemble selection for highly imbalanced drifted data streams. - Pawel Zyblewski; Robert Sabourin; Michal Wozniak 001 (Inf. Fusion, 2021)

Intrapersonal Parameter Optimization for Offline Handwritten Signature Augmentation. - Teruo M. Maruyama; Luiz S. Oliveira; Alceu S. Britto Jr.; Robert Sabourin (IEEE Trans. Inf. Forensics Secur., 2021)

Dynamic Ensemble Selection Using Fuzzy Hyperboxes. - Reza Davtalab; Rafael M. O. Cruz; Robert Sabourin (IJCNN, 2022)

Local overlap reduction procedure for dynamic ensemble selection. - Mariana de Araujo Souza; Robert Sabourin; George D. C. Cavalcanti; Rafael M. O. Cruz (IJCNN, 2022)

Contrastive Learning of Handwritten Signature Representations for Writer-Independent Verification. - Talles Brito Viana; Victor L. F. Souza; Adriano L. I. Oliveira; Rafael M. O. Cruz; Robert Sabourin (IJCNN, 2022)

An investigation into the effects of label noise on Dynamic Selection algorithms. - Felipe N. Walmsley; George D. C. Cavalcanti; Robert Sabourin; Rafael M. O. Cruz (Inf. Fusion, 2022)

GNN-DES: A New End-to-End Dynamic Ensemble Selection Method Based on Multi-label Graph Neural Network. - Mariana de Araujo Souza; Robert Sabourin; George Darmiton da Cunha Cavalcanti; Rafael Menelau Oliveira E. Cruz (GbRPR, 2023)

Exploring diversity in data complexity and classifier decision spaces for pool generation. - Marcos Monteiro; Alceu de Souza Britto Junior; Jean Paul Barddal; Luiz S. Oliveira; Robert Sabourin (Inf. Fusion, 2023)

OLP++: An online local classifier for high dimensional data. - Mariana de Araujo Souza; Robert Sabourin; George D. C. Cavalcanti; Rafael M. O. Cruz (Inf. Fusion, 2023)

A multi-task approach for contrastive learning of handwritten signature feature representations. - Talles Brito Viana; Victor L. F. Souza; Adriano Lorena Inácio de Oliveira; Rafael M. O. Cruz; Robert Sabourin (Expert Syst. Appl., 2023)

Robust Handwritten Signature Representation with Continual Learning of Synthetic Data over Predefined Real Feature Space. - Talles Brito Viana; Victor L. F. Souza; Adriano L. I. Oliveira; Rafael M. O. Cruz; Robert Sabourin (ICDAR (2), 2024)

Offline Handwritten Signature Verification Using a Stream-Based Approach. - Kecia Gomes de Moura; Rafael Menelau Oliveira E. Cruz; Robert Sabourin (ICPR (31), 2024)

A scalable dynamic ensemble selection using fuzzy hyperboxes. - Reza Davtalab; Rafael M. O. Cruz; Robert Sabourin (Inf. Fusion, 2024)

A dynamic multiple classifier system using graph neural network for high dimensional overlapped data. - Mariana de Araujo Souza; Robert Sabourin; George D. C. Cavalcanti; Rafael M. O. Cruz (Inf. Fusion, 2024)

IncA-DES: An incremental and adaptive dynamic ensemble selection approach using online K-d tree neighborhood search for data streams with concept drift. - Eduardo V. L. Barboza; Paulo R. Lisboa de Almeida; Alceu de Souza Britto Junior; Robert Sabourin; Rafael M. O. Cruz (Inf. Fusion, 2025)

A survey of handwriting synthesis from 2019 to 2024: A comprehensive review. - Moisés Díaz; Andrea Mendoza-García; Miguel A. Ferrer; Robert Sabourin (Pattern Recognit., 2025)