Robert Sabourin

ORCID

Publication Activity (10 Years)

Years Active: 1988-2024
Publications (10 Years): 118

Top Venues

Publications

Mariana de Araujo Souza, Robert Sabourin, George D. C. Cavalcanti, Rafael M. O. Cruz
A dynamic multiple classifier system using graph neural network for high dimensional overlapped data. Inf. Fusion 103 (2024)
Reza Davtalab, Rafael M. O. Cruz, Robert Sabourin
A scalable dynamic ensemble selection using fuzzy hyperboxes. Inf. Fusion 102 (2024)
Talles Brito Viana, Victor L. F. Souza, Adriano Lorena Inácio de Oliveira, Rafael M. O. Cruz, Robert Sabourin
A multi-task approach for contrastive learning of handwritten signature feature representations. Expert Syst. Appl. 217 (2023)
Marcos Monteiro, Alceu de Souza Britto Junior, Jean Paul Barddal, Luiz S. Oliveira, Robert Sabourin
Exploring diversity in data complexity and classifier decision spaces for pool generation. Inf. Fusion 89 (2023)
Mariana A. Souza, Robert Sabourin, George D. C. Cavalcanti, Rafael M. O. Cruz
OLP++: An online local classifier for high dimensional data. Inf. Fusion 90 (2023)
Mariana de Araujo Souza, Robert Sabourin, George Darmiton da Cunha Cavalcanti, Rafael Menelau Oliveira E. Cruz
GNN-DES: A New End-to-End Dynamic Ensemble Selection Method Based on Multi-label Graph Neural Network. GbRPR (2023)
Mariana A. Souza, Robert Sabourin, George D. C. Cavalcanti, Rafael M. O. Cruz
Local overlap reduction procedure for dynamic ensemble selection. IJCNN (2022)
Reza Davtalab, Rafael M. O. Cruz, Robert Sabourin
Dynamic Ensemble Selection Using Fuzzy Hyperboxes. CoRR (2022)
Talles Brito Viana, Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin
Contrastive Learning of Handwritten Signature Representations for Writer-Independent Verification. IJCNN (2022)
Felipe N. Walmsley, George D. C. Cavalcanti, Robert Sabourin, Rafael M. O. Cruz
An investigation into the effects of label noise on Dynamic Selection algorithms. Inf. Fusion 80 (2022)
Mariana A. Souza, Robert Sabourin, George D. C. Cavalcanti, Rafael M. O. Cruz
Local overlap reduction procedure for dynamic ensemble selection. CoRR (2022)
Reza Davtalab, Rafael M. O. Cruz, Robert Sabourin
Dynamic Ensemble Selection Using Fuzzy Hyperboxes. IJCNN (2022)
Pawel Zyblewski, Robert Sabourin, Michal Wozniak
Preprocessed dynamic classifier ensemble selection for highly imbalanced drifted data streams. Inf. Fusion 66 (2021)
Teruo M. Maruyama, Luiz S. Oliveira, Alceu S. Britto Jr., Robert Sabourin
Intrapersonal Parameter Optimization for Offline Handwritten Signature Augmentation. IEEE Trans. Inf. Forensics Secur. 16 (2021)
Andre G. Hochuli, Alceu S. Britto Jr., David A. Saji, Jose M. Saavedra, Robert Sabourin, Luiz S. Oliveira
A comprehensive comparison of end-to-end approaches for handwritten digit string recognition. Expert Syst. Appl. 165 (2021)
Rafael M. O. Cruz, Luiz G. Hafemann, Robert Sabourin, George D. C. Cavalcanti
DESlib: A Dynamic ensemble selection library in Python. J. Mach. Learn. Res. 21 (2020)
Hongliu Cao, Simon Bernard, Robert Sabourin, Laurent Heutte
A Novel Random Forest Dissimilarity Measure for Multi-View Learning. CoRR (2020)
Andre G. Hochuli, Alceu S. Britto Jr., David A. Saji, Jose M. Saavedra, Robert Sabourin, Luiz S. Oliveira
A Comprehensive Comparison of End-to-End Approaches for Handwritten Digit String Recognition. CoRR (2020)
Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira
Meta-Learning for Fast Classifier Adaptation to New Users of Signature Verification Systems. IEEE Trans. Inf. Forensics Secur. 15 (2020)
Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin
Improving BPSO-based feature selection applied to offline WI handwritten signature verification through overfitting control. GECCO Companion (2020)
Marcos Monteiro, Alceu S. Britto Jr., Jean Paul Barddal, Luiz S. Oliveira, Robert Sabourin
Classifier Pool Generation based on a Two-level Diversity Approach. ICPR (2020)
Teruo M. Maruyama, Luiz S. Oliveira, Alceu S. Britto Jr., Robert Sabourin
Intrapersonal Parameter Optimization for Offline Handwritten Signature Augmentation. CoRR (2020)
Ronan Assumpção Silva, Alceu de Souza Britto Jr., Fabrício Enembreck, Robert Sabourin, Luiz Eduardo Soares de Oliveira
CSBF: A static ensemble fusion method based on the centrality score of complex networks. Comput. Intell. 36 (2) (2020)
Ronan Assumpção Silva, Alceu S. Britto Jr., Fabrício Enembreck, Robert Sabourin, Luiz S. Oliveira
Selecting and Combining Classifiers Based on Centrality Measures. Int. J. Artif. Intell. Tools 29 (03n04) (2020)
Mariana A. Souza, Robert Sabourin, George D. C. Cavalcanti, Rafael M. O. Cruz
Multi-label learning for dynamic model type recommendation. CoRR (2020)
Marcos Monteiro, Alceu S. Britto Jr., Jean Paul Barddal, Luiz S. Oliveira, Robert Sabourin
Classifier Pool Generation based on a Two-level Diversity Approach. CoRR (2020)
Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin
A white-box analysis on the writer-independent dichotomy transformation applied to offline handwritten signature verification. Expert Syst. Appl. 154 (2020)
Andre G. Hochuli, Alceu S. Britto Jr., Jean Paul Barddal, Robert Sabourin, Luiz E. S. Oliveira
An End-to-End Approach for Recognition of Modern and Historical Handwritten Numeral Strings. IJCNN (2020)
Andre G. Hochuli, Alceu S. Britto Jr., Jean Paul Barddal, Luiz E. S. Oliveira, Robert Sabourin
An End-to-End Approach for Recognition of Modern and Historical Handwritten Numeral Strings. CoRR (2020)
Simon Bernard, Hongliu Cao, Robert Sabourin, Laurent Heutte
Random Forest for Dissimilarity-based Multi-view Learning. CoRR (2020)
Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin
Improving BPSO-based feature selection applied to offline WI handwritten signature verification through overfitting control. CoRR (2020)
Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin
An Investigation of Feature Selection and Transfer Learning for Writer-Independent Offline Handwritten Signature Verification. ICPR (2020)
Mariana A. Souza, Robert Sabourin, George D. C. Cavalcanti, Rafael M. O. Cruz
Multi-label learning for dynamic model type recommendation. IJCNN (2020)
Hongliu Cao, Simon Bernard, Robert Sabourin, Laurent Heutte
A Novel Random Forest Dissimilarity Measure for Multi-View Learning. ICPR (2020)
Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin
An Investigation of Feature Selection and Transfer Learning for Writer-Independent Offline Handwritten Signature Verification. CoRR (2020)
Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin
A white-box analysis on the writer-independent dichotomy transformation applied to offline handwritten signature verification. CoRR (2020)
Rafael M. O. Cruz, Mariana A. Souza, Robert Sabourin, George D. C. Cavalcanti
Dynamic Ensemble Selection and Data Preprocessing for Multi-Class Imbalance Learning. Int. J. Pattern Recognit. Artif. Intell. 33 (11) (2019)
Mariana A. Souza, George D. C. Cavalcanti, Rafael M. O. Cruz, Robert Sabourin
On evaluating the online local pool generation method for imbalance learning. IJCNN (2019)
Regis Antonio Saraiva Albuquerque, Albert Franca Josua Costa, Eulanda Miranda dos Santos, Robert Sabourin, Rafael Giusti
A Decision-Based Dynamic Ensemble Selection Method for Concept Drift. CoRR (2019)
Regis Antonio Saraiva Albuquerque, Albert Franca Josua Costa, Eulanda Miranda dos Santos, Robert Sabourin, Rafael Giusti
A Decision-Based Dynamic Ensemble Selection Method for Concept Drift. ICTAI (2019)
Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin
Characterization of Handwritten Signature Images in Dissimilarity Representation Space. ICCS (3) (2019)
Hongliu Cao, Simon Bernard, Robert Sabourin, Laurent Heutte
Random forest dissimilarity based multi-view learning for Radiomics application. Pattern Recognit. 88 (2019)
Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira
Meta-learning for fast classifier adaptation to new users of Signature Verification systems. CoRR (2019)
Rafael M. O. Cruz, Dayvid V. R. Oliveira, George D. C. Cavalcanti, Robert Sabourin
FIRE-DES++: Enhanced online pruning of base classifiers for dynamic ensemble selection. Pattern Recognit. 85 (2019)
Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira
Characterizing and Evaluating Adversarial Examples for Offline Handwritten Signature Verification. IEEE Trans. Inf. Forensics Secur. 14 (8) (2019)
Pawel Zyblewski, Robert Sabourin, Michal Wozniak
Data Preprocessing and Dynamic Ensemble Selection for Imbalanced Data Stream Classification. PKDD/ECML Workshops (2) (2019)
Mariana A. Souza, George D. C. Cavalcanti, Rafael M. O. Cruz, Robert Sabourin
Online local pool generation for dynamic classifier selection. Pattern Recognit. 85 (2019)
Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin
On Dissimilarity Representation and Transfer Learning for Offline Handwritten Signature Verification. IJCNN (2019)
Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira
Characterizing and evaluating adversarial examples for Offline Handwritten Signature Verification. CoRR (2019)
Jérôme Rony, Luiz G. Hafemann, Luiz S. Oliveira, Ismail Ben Ayed, Robert Sabourin, Eric Granger
Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses. CVPR (2019)
Marcelo Pereira, Alceu S. Britto Jr., Luiz S. Oliveira, Robert Sabourin
Dynamic Ensemble Selection by K-Nearest Local Oracles with Discrimination Index. ICTAI (2018)
Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti
On Meta-Learning for Dynamic Ensemble Selection. CoRR (2018)
Rafael M. O. Cruz, Luiz G. Hafemann, Robert Sabourin, George D. C. Cavalcanti
DESlib: A Dynamic ensemble selection library in Python. CoRR (2018)
Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti
On dynamic ensemble selection and data preprocessing for multi-class imbalance learning. CoRR (2018)
Hongliu Cao, Simon Bernard, Laurent Heutte, Robert Sabourin
Dissimilarity-based representation for radiomics applications. CoRR (2018)
Andre L. Brun, Alceu S. Britto Jr., Luiz S. Oliveira, Fabrício Enembreck, Robert Sabourin
A framework for dynamic classifier selection oriented by the classification problem difficulty. Pattern Recognit. 76 (2018)
Victor L. F. Souza, Adriano L. I. Oliveira, Robert Sabourin
A Writer-Independent Approach for Offline Signature Verification using Deep Convolutional Neural Networks Features. BRACIS (2018)
Hongliu Cao, Simon Bernard, Laurent Heutte, Robert Sabourin
Improve the Performance of Transfer Learning Without Fine-Tuning Using Dissimilarity-Based Multi-view Learning for Breast Cancer Histology Images. ICIAR (2018)
Rafael M. O. Cruz, Dayvid V. R. Oliveira, George D. C. Cavalcanti, Robert Sabourin
FIRE-DES++: Enhanced Online Pruning of Base Classifiers for Dynamic Ensemble Selection. CoRR (2018)
Victor L. F. Souza, Adriano L. I. Oliveira, Robert Sabourin
A writer-independent approach for offline signature verification using deep convolutional neural networks features. CoRR (2018)
Hongliu Cao, Simon Bernard, Laurent Heutte, Robert Sabourin
Dynamic voting in multi-view learning for radiomics applications. CoRR (2018)
Anandarup Roy, Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti
A study on combining dynamic selection and data preprocessing for imbalance learning. Neurocomputing 286 (2018)
Dayvid V. R. Oliveira, George D. C. Cavalcanti, Thyago N. Porpino, Rafael M. O. Cruz, Robert Sabourin
K-Nearest Oracles Borderline Dynamic Classifier Ensemble Selection. IJCNN (2018)
Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti
Dynamic classifier selection: Recent advances and perspectives. Inf. Fusion 41 (2018)
Andre G. Hochuli, Luiz S. Oliveira, Alceu de Souza Britto Jr., Robert Sabourin
Handwritten digit segmentation: Is it still necessary? Pattern Recognit. 78 (2018)
Felipe N. Walmsley, George D. C. Cavalcanti, Dayvid V. R. Oliveira, Rafael M. O. Cruz, Robert Sabourin
An Ensemble Generation Method Based on Instance Hardness. CoRR (2018)
Ronan Assumpção Silva, Alceu S. Britto Jr., Fabrício Enembreck, Robert Sabourin, Luis S. Oliveira
Fusion of Classifiers Based on Centrality Measures. ICTAI (2018)
Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira
Fixed-sized representation learning from Offline Handwritten Signatures of different sizes. CoRR (2018)
Andre G. Hochuli, Luiz S. Oliveira, Alceu de Souza Britto Jr., Robert Sabourin
Segmentation-Free Approaches For Handwritten Numeral String Recognition. IJCNN (2018)
Paulo R. L. Almeida, Luiz S. Oliveira, Alceu S. Britto Jr., Robert Sabourin
Adapting dynamic classifier selection for concept drift. Expert Syst. Appl. 104 (2018)
Hongliu Cao, Simon Bernard, Laurent Heutte, Robert Sabourin
Improve the performance of transfer learning without fine-tuning using dissimilarity-based multi-view learning for breast cancer histology images. CoRR (2018)
Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti
META-DES.Oracle: Meta-learning and feature selection for ensemble selection. CoRR (2018)
Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti, Tsang Ing Ren
META-DES: A Dynamic Ensemble Selection Framework using Meta-Learning. CoRR (2018)
Hongliu Cao, Simon Bernard, Laurent Heutte, Robert Sabourin
Dynamic Voting in Multi-view Learning for Radiomics Applications. S+SSPR (2018)
Jefferson G. Martins, Luiz S. Oliveira, Robert Sabourin, Alceu S. Britto Jr.
Forest Species Recognition Based on Ensembles of Classifiers. ICTAI (2018)
Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti
Prototype selection for dynamic classifier and ensemble selection. Neural Comput. Appl. 29 (2) (2018)
Jérôme Rony, Luiz G. Hafemann, Luiz S. Oliveira, Ismail Ben Ayed, Robert Sabourin, Eric Granger
Decoupling Direction and Norm for Efficient Gradient-Based L2 Adversarial Attacks and Defenses. CoRR (2018)
Andre G. Hochuli, Luiz E. S. Oliveira, Alceu S. Britto Jr., Robert Sabourin
Segmentation-Free Approaches for Handwritten Numeral String Recognition. CoRR (2018)
Saman Bashbaghi, Eric Granger, Robert Sabourin, Mostafa Parchami
Deep Learning Architectures for Face Recognition in Video Surveillance. CoRR (2018)
Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti
Analyzing different prototype selection techniques for dynamic classifier and ensemble selection. CoRR (2018)
Rafael M. O. Cruz, Mariana A. Souza, Robert Sabourin, George D. C. Cavalcanti
ICPRAI 2018 SI: On dynamic ensemble selection and data preprocessing for multi-class imbalance learning. CoRR (2018)
Luiz G. Hafemann, Luiz S. Oliveira, Robert Sabourin
Fixed-sized representation learning from offline handwritten signatures of different sizes. Int. J. Document Anal. Recognit. 21 (3) (2018)
Dayvid V. R. Oliveira, George D. C. Cavalcanti, Thyago N. Porpino, Rafael M. O. Cruz, Robert Sabourin
K-Nearest Oracles Borderline Dynamic Classifier Ensemble Selection. CoRR (2018)
Mariana A. Souza, George D. C. Cavalcanti, Rafael M. O. Cruz, Robert Sabourin
Online local pool generation for dynamic classifier selection: an extended version. CoRR (2018)
Rafael M. O. Cruz, Hiba H. Zakane, Robert Sabourin, George D. C. Cavalcanti
Dynamic Ensemble Selection VS K-NN: why and when Dynamic Selection obtains higher classification performance? CoRR (2018)
Felipe N. Walmsley, George D. C. Cavalcanti, Dayvid V. R. Oliveira, Rafael M. O. Cruz, Robert Sabourin
An Ensemble Generation Method Based on Instance Hardness. IJCNN (2018)
Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti
META-DES.H: a dynamic ensemble selection technique using meta-learning and a dynamic weighting approach. CoRR (2018)
Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti
META-DES.Oracle: Meta-learning and feature selection for dynamic ensemble selection. Inf. Fusion 38 (2017)
Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira
Offline handwritten signature verification - Literature review. IPTA (2017)
Saman Bashbaghi, Eric Granger, Robert Sabourin, Guillaume-Alexandre Bilodeau
Dynamic ensembles of exemplar-SVMs for still-to-video face recognition. Pattern Recognit. 69 (2017)
George S. Eskander Ekladious, Robert Sabourin, Eric Granger
Learning Global-Local Distance Metrics for Signature-Based Biometric Cryptosystems. Cryptogr. 1 (3) (2017)
Rafael M. O. Cruz, Hiba H. Zakane, Robert Sabourin, George D. C. Cavalcanti
Dynamic ensemble selection VS K-NN: Why and when dynamic selection obtains higher classification performance? IPTA (2017)
Saman Bashbaghi, Eric Granger, Robert Sabourin, Guillaume-Alexandre Bilodeau
Robust watch-list screening using dynamic ensembles of SVMs based on multiple face representations. Mach. Vis. Appl. 28 (1-2) (2017)
Eunelson Jose da Silva Junior, Alceu S. Britto Jr., Luiz S. Oliveira, Fabrício Enembreck, Robert Sabourin, Alessandro L. Koerich
A two-step cascade classification method. IJCNN (2017)
Mariana A. Souza, George D. C. Cavalcanti, Rafael M. O. Cruz, Robert Sabourin
On the characterization of the Oracle for dynamic classifier selection. IJCNN (2017)
Julien-Charles Levesque, Audrey Durand, Christian Gagné, Robert Sabourin
Bayesian optimization for conditional hyperparameter spaces. IJCNN (2017)
Mathieu Beauchemin-Turcotte, Guy Gauthier, Robert Sabourin
Automatic Temperature Setpoint Tuning of a Thermoforming Machine using Fuzzy Terminal Iterative Learning Control. CoRR (2017)
Saman Bashbaghi, Eric Granger, Robert Sabourin, Guillaume-Alexandre Bilodeau
Dynamic Selection of Exemplar-SVMs for Watch-list Screening through Domain Adaptation. ICPRAM (2017)
Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira
Learning features for offline handwritten signature verification using deep convolutional neural networks. Pattern Recognit. 70 (2017)
Moisés Díaz Cabrera, Miguel A. Ferrer, George S. Eskander, Robert Sabourin
Generation of Duplicated Off-Line Signature Images for Verification Systems. IEEE Trans. Pattern Anal. Mach. Intell. 39 (5) (2017)

Robert Sabourin.css-eqlu8i{font-size:small;padding-left:4px;}

Publication Activity (10 Years)

Top Topics

Top Venues

Robert Sabourin