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Robert Sabourin
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- affiliation: University of Quebec, Canada
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2020 – today
- 2024
- [j110]Reza Davtalab, Rafael M. O. Cruz, Robert Sabourin:
A scalable dynamic ensemble selection using fuzzy hyperboxes. Inf. Fusion 102: 102036 (2024) - [j109]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: 102145 (2024) - [c218]Talles Brito Viana, Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin:
Robust Handwritten Signature Representation with Continual Learning of Synthetic Data over Predefined Real Feature Space. ICDAR (2) 2024: 233-249 - 2023
- [j108]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: 119589 (2023) - [j107]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: 567-587 (2023) - [j106]Mariana de Araujo Souza, Robert Sabourin, George D. C. Cavalcanti, Rafael M. O. Cruz:
OLP++: An online local classifier for high dimensional data. Inf. Fusion 90: 120-137 (2023) - [c217]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: 59-69 - 2022
- [j105]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: 104-120 (2022) - [c216]Reza Davtalab, Rafael M. O. Cruz, Robert Sabourin:
Dynamic Ensemble Selection Using Fuzzy Hyperboxes. IJCNN 2022: 1-9 - [c215]Mariana de Araujo Souza, Robert Sabourin, George D. C. Cavalcanti, Rafael M. O. Cruz:
Local overlap reduction procedure for dynamic ensemble selection. IJCNN 2022: 1-9 - [c214]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: 1-9 - [i46]Reza Davtalab, Rafael M. O. Cruz, Robert Sabourin:
Dynamic Ensemble Selection Using Fuzzy Hyperboxes. CoRR abs/2205.10438 (2022) - [i45]Mariana de Araujo Souza, Robert Sabourin, George D. C. Cavalcanti, Rafael M. O. Cruz:
Local overlap reduction procedure for dynamic ensemble selection. CoRR abs/2206.08455 (2022) - 2021
- [j104]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: 114196 (2021) - [j103]Pawel Zyblewski, Robert Sabourin, Michal Wozniak:
Preprocessed dynamic classifier ensemble selection for highly imbalanced drifted data streams. Inf. Fusion 66: 138-154 (2021) - [j102]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: 1335-1350 (2021) - 2020
- [j101]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): 522-556 (2020) - [j100]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: 113397 (2020) - [j99]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): 2060004:1-2060004:25 (2020) - [j98]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: 8:1-8:5 (2020) - [j97]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: 1735-1745 (2020) - [c213]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: 69-70 - [c212]Hongliu Cao, Simon Bernard, Robert Sabourin, Laurent Heutte:
A Novel Random Forest Dissimilarity Measure for Multi-View Learning. ICPR 2020: 1344-1351 - [c211]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: 2414-2421 - [c210]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: 7478-7485 - [c209]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: 1-8 - [c208]Mariana de Araujo Souza, Robert Sabourin, George D. C. Cavalcanti, Rafael M. O. Cruz:
Multi-label learning for dynamic model type recommendation. IJCNN 2020: 1-10 - [i44]Mariana de Araujo Souza, Robert Sabourin, George D. C. Cavalcanti, Rafael M. O. Cruz:
Multi-label learning for dynamic model type recommendation. CoRR abs/2004.00558 (2020) - [i43]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 abs/2004.03337 (2020) - [i42]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 abs/2004.03370 (2020) - [i41]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 abs/2004.03373 (2020) - [i40]Hongliu Cao, Simon Bernard, Robert Sabourin, Laurent Heutte:
A Novel Random Forest Dissimilarity Measure for Multi-View Learning. CoRR abs/2007.02572 (2020) - [i39]Simon Bernard, Hongliu Cao, Robert Sabourin, Laurent Heutte:
Random Forest for Dissimilarity-based Multi-view Learning. CoRR abs/2007.08377 (2020) - [i38]Teruo M. Maruyama, Luiz S. Oliveira, Alceu S. Britto Jr., Robert Sabourin:
Intrapersonal Parameter Optimization for Offline Handwritten Signature Augmentation. CoRR abs/2010.06663 (2020) - [i37]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 abs/2010.10025 (2020) - [i36]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 abs/2010.15904 (2020) - [i35]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 abs/2011.01908 (2020)
2010 – 2019
- 2019
- [j96]Rafael M. O. Cruz, Mariana de Araujo 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): 1940009:1-1940009:29 (2019) - [j95]Mariana de Araujo Souza, George D. C. Cavalcanti, Rafael M. O. Cruz, Robert Sabourin:
Online local pool generation for dynamic classifier selection. Pattern Recognit. 85: 132-148 (2019) - [j94]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: 149-160 (2019) - [j93]Hongliu Cao, Simon Bernard, Robert Sabourin, Laurent Heutte:
Random forest dissimilarity based multi-view learning for Radiomics application. Pattern Recognit. 88: 185-197 (2019) - [j92]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): 2153-2166 (2019) - [c207]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: 4322-4330 - [c206]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: 192-206 - [c205]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: 1132-1139 - [c204]Mariana de Araujo Souza, George D. C. Cavalcanti, Rafael M. O. Cruz, Robert Sabourin:
On evaluating the online local pool generation method for imbalance learning. IJCNN 2019: 1-8 - [c203]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: 1-9 - [c202]Pawel Zyblewski, Robert Sabourin, Michal Wozniak:
Data Preprocessing and Dynamic Ensemble Selection for Imbalanced Data Stream Classification. PKDD/ECML Workshops (2) 2019: 367-379 - [i34]Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira:
Characterizing and evaluating adversarial examples for Offline Handwritten Signature Verification. CoRR abs/1901.03398 (2019) - [i33]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 abs/1909.12185 (2019) - [i32]Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira:
Meta-learning for fast classifier adaptation to new users of Signature Verification systems. CoRR abs/1910.08060 (2019) - 2018
- [j91]Paulo R. L. Almeida, Luiz S. Oliveira, Alceu S. Britto Jr., Robert Sabourin:
Adapting dynamic classifier selection for concept drift. Expert Syst. Appl. 104: 67-85 (2018) - [j90]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): 219-232 (2018) - [j89]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: 179-192 (2018) - [j88]Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti:
Dynamic classifier selection: Recent advances and perspectives. Inf. Fusion 41: 195-216 (2018) - [j87]Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti:
Prototype selection for dynamic classifier and ensemble selection. Neural Comput. Appl. 29(2): 447-457 (2018) - [j86]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: 175-190 (2018) - [j85]Andre G. Hochuli, Luiz S. Oliveira, Alceu de Souza Britto Jr., Robert Sabourin:
Handwritten digit segmentation: Is it still necessary? Pattern Recognit. 78: 1-11 (2018) - [c201]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: 212-217 - [c200]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: 779-787 - [c199]Ronan Assumpção Silva, Alceu S. Britto Jr., Fabrício Enembreck, Robert Sabourin, Luis S. Oliveira:
Fusion of Classifiers Based on Centrality Measures. ICTAI 2018: 363-370 - [c198]Jefferson G. Martins, Luiz S. Oliveira, Robert Sabourin, Alceu S. Britto Jr.:
Forest Species Recognition Based on Ensembles of Classifiers. ICTAI 2018: 371-378 - [c197]Marcelo Pereira, Alceu S. Britto Jr., Luiz S. Oliveira, Robert Sabourin:
Dynamic Ensemble Selection by K-Nearest Local Oracles with Discrimination Index. ICTAI 2018: 765-771 - [c196]Andre G. Hochuli, Luiz S. Oliveira, Alceu de Souza Britto Jr., Robert Sabourin:
Segmentation-Free Approaches For Handwritten Numeral String Recognition. IJCNN 2018: 1-8 - [c195]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: 1-8 - [c194]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: 1-8 - [c193]Hongliu Cao, Simon Bernard, Laurent Heutte, Robert Sabourin:
Dynamic Voting in Multi-view Learning for Radiomics Applications. S+SSPR 2018: 32-41 - [i31]Rafael M. O. Cruz, Luiz G. Hafemann, Robert Sabourin, George D. C. Cavalcanti:
DESlib: A Dynamic ensemble selection library in Python. CoRR abs/1802.04967 (2018) - [i30]Saman Bashbaghi, Eric Granger, Robert Sabourin, Mostafa Parchami:
Deep Learning Architectures for Face Recognition in Video Surveillance. CoRR abs/1802.09990 (2018) - [i29]Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti:
On dynamic ensemble selection and data preprocessing for multi-class imbalance learning. CoRR abs/1803.03877 (2018) - [i28]Hongliu Cao, Simon Bernard, Laurent Heutte, Robert Sabourin:
Dissimilarity-based representation for radiomics applications. CoRR abs/1803.04460 (2018) - [i27]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 abs/1803.11241 (2018) - [i26]Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira:
Fixed-sized representation learning from Offline Handwritten Signatures of different sizes. CoRR abs/1804.00448 (2018) - [i25]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 abs/1804.06943 (2018) - [i24]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 abs/1804.07419 (2018) - [i23]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 abs/1804.07882 (2018) - [i22]Andre G. Hochuli, Luiz E. S. Oliveira, Alceu S. Britto Jr., Robert Sabourin:
Segmentation-Free Approaches for Handwritten Numeral String Recognition. CoRR abs/1804.09279 (2018) - [i21]Hongliu Cao, Simon Bernard, Laurent Heutte, Robert Sabourin:
Dynamic voting in multi-view learning for radiomics applications. CoRR abs/1806.07686 (2018) - [i20]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 abs/1807.10755 (2018) - [i19]Mariana de Araujo Souza, George D. C. Cavalcanti, Rafael M. O. Cruz, Robert Sabourin:
Online local pool generation for dynamic classifier selection: an extended version. CoRR abs/1809.01628 (2018) - [i18]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 abs/1810.00520 (2018) - [i17]Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti, Tsang Ing Ren:
META-DES: A Dynamic Ensemble Selection Framework using Meta-Learning. CoRR abs/1810.01270 (2018) - [i16]Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti:
META-DES.Oracle: Meta-learning and feature selection for ensemble selection. CoRR abs/1811.00217 (2018) - [i15]Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti:
Analyzing different prototype selection techniques for dynamic classifier and ensemble selection. CoRR abs/1811.00677 (2018) - [i14]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 abs/1811.01742 (2018) - [i13]Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti:
On Meta-Learning for Dynamic Ensemble Selection. CoRR abs/1811.01743 (2018) - [i12]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 abs/1811.09600 (2018) - [i11]Rafael M. O. Cruz, Mariana de Araujo Souza, Robert Sabourin, George D. C. Cavalcanti:
ICPRAI 2018 SI: On dynamic ensemble selection and data preprocessing for multi-class imbalance learning. CoRR abs/1811.10481 (2018) - 2017
- [j84]George S. Eskander Ekladious, Robert Sabourin, Eric Granger:
Learning Global-Local Distance Metrics for Signature-Based Biometric Cryptosystems. Cryptogr. 1(3): 22 (2017) - [j83]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: 84-103 (2017) - [j82]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): 219-241 (2017) - [j81]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): 951-964 (2017) - [j80]Saman Bashbaghi, Eric Granger, Robert Sabourin, Guillaume-Alexandre Bilodeau:
Dynamic ensembles of exemplar-SVMs for still-to-video face recognition. Pattern Recognit. 69: 61-81 (2017) - [j79]Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira:
Learning features for offline handwritten signature verification using deep convolutional neural networks. Pattern Recognit. 70: 163-176 (2017) - [j78]Dayvid V. R. Oliveira, George D. C. Cavalcanti, Robert Sabourin:
Online pruning of base classifiers for Dynamic Ensemble Selection. Pattern Recognit. 72: 44-58 (2017) - [c192]Saman Bashbaghi, Eric Granger, Robert Sabourin, Guillaume-Alexandre Bilodeau:
Dynamic Selection of Exemplar-SVMs for Watch-list Screening through Domain Adaptation. ICPRAM 2017: 738-745 - [c191]Julien-Charles Levesque, Audrey Durand, Christian Gagné, Robert Sabourin:
Bayesian optimization for conditional hyperparameter spaces. IJCNN 2017: 286-293 - [c190]Mariana de Araujo Souza, George D. C. Cavalcanti, Rafael M. O. Cruz, Robert Sabourin:
On the characterization of the Oracle for dynamic classifier selection. IJCNN 2017: 332-339 - [c189]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: 573-580 - [c188]Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti:
Analyzing different prototype selection techniques for dynamic classifier and ensemble selection. IJCNN 2017: 3959-3966 - [c187]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: 1-6 - [c186]Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira:
Offline handwritten signature verification - Literature review. IPTA 2017: 1-8 - [i10]Mathieu Beauchemin-Turcotte, Guy Gauthier, Robert Sabourin:
Automatic Temperature Setpoint Tuning of a Thermoforming Machine using Fuzzy Terminal Iterative Learning Control. CoRR abs/1703.09789 (2017) - [i9]Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira:
Learning Features for Offline Handwritten Signature Verification using Deep Convolutional Neural Networks. CoRR abs/1705.05787 (2017) - 2016
- [j77]Anandarup Roy, Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti:
Meta-learning recommendation of default size of classifier pool for META-DES. Neurocomputing 216: 351-362 (2016) - [j76]M. Ali Akber Dewan, Eric Granger, Gian Luca Marcialis, Robert Sabourin, Fabio Roli:
Adaptive appearance model tracking for still-to-video face recognition. Pattern Recognit. 49: 129-151 (2016) - [j75]Simon Bernard, Clément Chatelain, Sébastien Adam, Robert Sabourin:
The Multiclass ROC Front method for cost-sensitive classification. Pattern Recognit. 52: 46-60 (2016) - [c185]Anandarup Roy, Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti:
Meta-regression based pool size prediction scheme for dynamic selection of classifiers. ICPR 2016: 216-221 - [c184]Moisés Díaz Cabrera, Miguel A. Ferrer, Robert Sabourin:
Approaching the intra-class variability in multi-script static signature evaluation. ICPR 2016: 1147-1152 - [c183]Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira:
Analyzing features learned for Offline Signature Verification using Deep CNNs. ICPR 2016: 2989-2994 - [c182]Diego Bertolini, Luiz S. Oliveira, Robert Sabourin:
Multi-script writer identification using dissimilarity. ICPR 2016: 3025-3030 - [c181]Clément Dubos, Simon Bernard, Sébastien Adam, Robert Sabourin:
ROC-based cost-sensitive classification with a reject option. ICPR 2016: 3320-3325 - [c180]Paulo Ricardo Lisboa de Almeida, Luiz S. Oliveira, Alceu de Souza Britto Jr., Robert Sabourin:
Handling Concept Drifts Using Dynamic Selection of Classifiers. ICTAI 2016: 989-995 - [c179]Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira:
Writer-independent feature learning for Offline Signature Verification using Deep Convolutional Neural Networks. IJCNN 2016: 2576-2583 - [c178]Andre L. Brun, Alceu S. Britto Jr., Luiz S. Oliveira, Fabrício Enembreck, Robert Sabourin:
Contribution of data complexity features on dynamic classifier selection. IJCNN 2016: 4396-4403 - [c177]Julien-Charles Levesque, Christian Gagné, Robert Sabourin:
Bayesian Hyperparameter Optimization for Ensemble Learning. UAI 2016 - [p3]Eduardo Vellasques, Robert Sabourin, Eric Granger:
A Dual-Purpose Memory Approach for Dynamic Particle Swarm Optimization of Recurrent Problems. Recent Advances in Computational Intelligence in Defense and Security 2016: 367-389 - [i8]Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira:
Writer-independent Feature Learning for Offline Signature Verification using Deep Convolutional Neural Networks. CoRR abs/1604.00974 (2016) - [i7]Julien-Charles Levesque, Christian Gagné, Robert Sabourin:
Bayesian Hyperparameter Optimization for Ensemble Learning. CoRR abs/1605.06394 (2016) - [i6]Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira:
Analyzing features learned for Offline Signature Verification using Deep CNNs. CoRR abs/1607.04573 (2016) - 2015
- [j74]Albert Hung-Ren Ko, Anne-Laure Jousselme, Robert Sabourin, François Gagnon:
A dominance-based stepwise approach for sensor placement optimization. Appl. Soft Comput. 28: 466-482 (2015) - [j73]Miguel De-la-Torre, Eric Granger, Robert Sabourin, Dmitry O. Gorodnichy:
Individual-specific management of reference data in adaptive ensembles for face re-identification. IET Comput. Vis. 9(5): 732-740 (2015) - [j72]Miguel De-la-Torre, Eric Granger, Paulo Vinicius Wolski Radtke, Robert Sabourin, Dmitry O. Gorodnichy:
Partially-supervised learning from facial trajectories for face recognition in video surveillance. Inf. Fusion 24: 31-53 (2015) - [j71]Jefferson G. Martins, Luiz S. Oliveira, Alceu S. Britto Jr., Robert Sabourin:
Forest species recognition based on dynamic classifier selection and dissimilarity feature vector representation. Mach. Vis. Appl. 26(2-3): 279-293 (2015) - [j70]Miguel De-la-Torre, Eric Granger, Robert Sabourin, Dmitry O. Gorodnichy:
An adaptive ensemble-based system for face recognition in person re-identification. Mach. Vis. Appl. 26(6): 741-773 (2015) - [j69]Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti, Tsang Ing Ren:
META-DES: A dynamic ensemble selection framework using meta-learning. Pattern Recognit. 48(5): 1925-1935 (2015) - [j68]Miguel De-la-Torre, Eric Granger, Robert Sabourin, Dmitry O. Gorodnichy:
Adaptive skew-sensitive ensembles for face recognition in video surveillance. Pattern Recognit. 48(11): 3385-3406 (2015) - [c176]Saman Bashbaghi, Eric Granger, Robert Sabourin, Guillaume-Alexandre Bilodeau:
Ensembles of exemplar-SVMs for video face recognition from a single sample per person. AVSS 2015: 1-6 - [c175]Marcelo Bassani de Freitas, George D. C. Cavalcanti, Robert Sabourin:
Transducer State Prediction System for Smart Environment Intelligent Control. BRACIS 2015: 270-275 - [c174]Diego Bertolini, Luiz S. Oliveira, Robert Sabourin:
Improving Writer Identification Through Writer Selection. CIARP 2015: 168-175 - [c173]Christophe Pagano, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli:
Adaptive Classification for Person Re-identification Driven by Change Detection. ICPRAM (1) 2015: 45-55 - [c172]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. IJCNN 2015: 1-8 - [c171]Miguel De-la-Torre, Eric Granger, Robert Sabourin:
Adaptive skew-sensitive fusion of ensembles and their application to face re-identification. IJCNN 2015: 1-8 - [c170]Luiz G. Hafemann, Luiz S. Oliveira, Paulo Rodrigo Cavalin, Robert Sabourin:
Transfer learning between texture classification tasks using Convolutional Neural Networks. IJCNN 2015: 1-7 - [c169]Leila Maria Vriesmann, Alceu S. Britto Jr., Luiz S. Oliveira, Alessandro L. Koerich, Robert Sabourin:
Combining overall and local class accuracies in an oracle-based method for dynamic ensemble selection. IJCNN 2015: 1-7 - [c168]Alpa Jayesh Shah, Christian Desrosiers, Robert Sabourin:
Contextual Anomaly Detection Using Log-Linear Tensor Factorization. PAKDD (2) 2015: 165-176 - [c167]M. Ali Akber Dewan, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli:
Video Face Recognition From A Single Still Image Using an Adaptive Appearance Model Tracker. SSCI 2015: 196-202 - [i5]Guillaume Corriveau, Raynald Guilbault, Antoine Tahan, Robert Sabourin:
Evaluation of Genotypic Diversity Measurements Exploited in Real-Coded Representation. CoRR abs/1507.00088 (2015) - [i4]Luiz G. Hafemann, Robert Sabourin, Luiz S. Oliveira:
Offline Handwritten Signature Verification - Literature Review. CoRR abs/1507.07909 (2015) - [i3]Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti:
A DEEP analysis of the META-DES framework for dynamic selection of ensemble of classifiers. CoRR abs/1509.00825 (2015) - 2014
- [j67]Paulo Vinicius Wolski Radtke, Eric Granger, Robert Sabourin, Dmitry O. Gorodnichy:
Skew-sensitive boolean combination for adaptive ensembles - An application to face recognition in video surveillance. Inf. Fusion 20: 31-48 (2014) - [j66]George S. Eskander, Robert Sabourin, Eric Granger:
A bio-cryptographic system based on offline signature images. Inf. Sci. 259: 170-191 (2014) - [j65]Christophe Pagano, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli:
Adaptive ensembles for face recognition in changing video surveillance environments. Inf. Sci. 286: 75-101 (2014) - [j64]Bassem S. Rabil, Robert Sabourin, Eric Granger:
Rapid blockwise multi-resolution clustering of facial images for intelligent watermarking. Mach. Vis. Appl. 25(2): 277-300 (2014) - [j63]Alceu S. Britto Jr., Robert Sabourin, Luiz E. Soares de Oliveira:
Dynamic selection of classifiers - A comprehensive review. Pattern Recognit. 47(11): 3665-3680 (2014) - [c166]Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti:
Analyzing Dynamic Ensemble Selection Techniques Using Dissimilarity Analysis. ANNPR 2014: 59-70 - [c165]Christophe Pagano, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli:
Dynamic Weighted Fusion of Adaptive Classifier Ensembles Based on Changing Data Streams. ANNPR 2014: 105-116 - [c164]George S. Eskander, Robert Sabourin, Eric Granger:
Offline signature-based fuzzy vault: A review and new results. CIBIM 2014: 45-52 - [c163]Christophe Pagano, Eric Granger, Robert Sabourin, Ajita Rattani, Gian Luca Marcialis, Fabio Roli:
Efficient adaptive face recognition systems based on capture conditions. CIBIM 2014: 60-67 - [c162]George S. Eskander, Robert Sabourin, Eric Granger:
Improving Signature-Based Biometric Cryptosystems Using Cascaded Signature Verification-Fuzzy Vault (SV-FV) Approach. ICFHR 2014: 187-192 - [c161]Diego Bertolini, Luiz S. Oliveira, Edson J. R. Justino, Robert Sabourin:
Assessing Textural Features for Writer Identification on Different Writing Styles and Forgeries. ICPR 2014: 268-272 - [c160]Rafael M. O. Cruz, Robert Sabourin, George D. C. Cavalcanti:
On Meta-learning for Dynamic Ensemble Selection. ICPR 2014: 1230-1235 - [c159]Miguel De-la-Torre, Eric Granger, Paulo Vinicius Wolski Radtke, Robert Sabourin, Dmitry O. Gorodnichy:
Self-Updating with Facial Trajectories for Video-to-Video Face Recognition. ICPR 2014: 1669-1674 - [c158]Saman Bashbaghi, Eric Granger, Robert Sabourin, Guillaume-Alexandre Bilodeau:
Watch-List Screening Using Ensembles Based on Multiple Face Representations. ICPR 2014: 4489-4494 - [c157]Mathieu Beauchemin-Turcotte, Guy Gauthier, Robert Sabourin:
Design of Fuzzy Terminal Iterative Learning Control based on internal model control. MED 2014: 463-468 - [i2]Albert Hung-Ren Ko, Robert Sabourin, Alceu S. Britto Jr., Luiz E. S. Oliveira:
A Classifier-free Ensemble Selection Method based on Data Diversity in Random Subspaces. CoRR abs/1408.2889 (2014) - [i1]George S. Eskander, Robert Sabourin, Eric Granger:
Offline Signature-Based Fuzzy Vault (OSFV: Review and New Results. CoRR abs/1408.3985 (2014) - 2013
- [j62]Guillaume Corriveau, Raynald Guilbault, Antoine Tahan, Robert Sabourin:
Review of phenotypic diversity formulations for diagnostic tool. Appl. Soft Comput. 13(1): 9-26 (2013) - [j61]Eduardo Vellasques, Robert Sabourin, Eric Granger:
Fast intelligent watermarking of heterogeneous image streams through mixture modeling of PSO populations. Appl. Soft Comput. 13(6): 3130-3148 (2013) - [j60]Jean-François Connolly, Eric Granger, Robert Sabourin:
Dynamic multi-objective evolution of classifier ensembles for video face recognition. Appl. Soft Comput. 13(6): 3149-3166 (2013) - [j59]Diego Bertolini, Luiz S. Oliveira, Edson J. R. Justino, Robert Sabourin:
Texture-based descriptors for writer identification and verification. Expert Syst. Appl. 40(6): 2069-2080 (2013) - [j58]Albert Hung-Ren Ko, Robert Sabourin:
Single Classifier-based Multiple Classification Scheme for weak classifiers: An experimental comparison. Expert Syst. Appl. 40(9): 3606-3622 (2013) - [j57]Rafael M. O. Cruz, George D. C. Cavalcanti, Ing Ren Tsang, Robert Sabourin:
Feature representation selection based on Classifier Projection Space and Oracle analysis. Expert Syst. Appl. 40(9): 3813-3827 (2013) - [j56]Albert Hung-Ren Ko, Robert Sabourin, François Gagnon:
Performance of distributed multi-agent multi-state reinforcement spectrum management using different exploration schemes. Expert Syst. Appl. 40(10): 4115-4126 (2013) - [j55]Eduardo Vellasques, Robert Sabourin, Eric Granger:
DS-DPSO: A dual surrogate approach for intelligent watermarking of bi-tonal document image streams. Expert Syst. Appl. 40(13): 5240-5259 (2013) - [j54]Bassem S. Rabil, Safa Tliba, Eric Granger, Robert Sabourin:
Securing high resolution grayscale facial captures using a blockwise coevolutionary GA. Expert Syst. Appl. 40(17): 6693-6706 (2013) - [j53]Luana Batista, Bechir Badri, Robert Sabourin, Marc Thomas:
A classifier fusion system for bearing fault diagnosis. Expert Syst. Appl. 40(17): 6788-6797 (2013) - [j52]George S. Eskander, Robert Sabourin, Eric Granger:
Hybrid writer-independent-writer-dependent offline signature verification system. IET Biom. 2(4): 169-181 (2013) - [j51]Dominique Rivard, Eric Granger, Robert Sabourin:
Multi-feature extraction and selection in writer-independent off-line signature verification. Int. J. Document Anal. Recognit. 16(1): 83-103 (2013) - [j50]F. C. Ribas, Luiz E. Soares de Oliveira, Alceu de Souza Britto Jr., Robert Sabourin:
Handwritten digit segmentation: a comparative study. Int. J. Document Anal. Recognit. 16(2): 127-137 (2013) - [j49]Jefferson G. Martins, Luiz E. Soares de Oliveira, Silvana Nisgoski, Robert Sabourin:
A database for automatic classification of forest species. Mach. Vis. Appl. 24(3): 567-578 (2013) - [j48]Paulo Rodrigo Cavalin, Robert Sabourin, Ching Y. Suen:
Dynamic selection approaches for multiple classifier systems. Neural Comput. Appl. 22(3-4): 673-688 (2013) - [c156]George S. Eskander, Robert Sabourin, Eric Granger:
Dissimilarity Representation for Handwritten Signature Verification. AFHA 2013: 26-30 - [c155]Miguel De-la-Torre, Eric Granger, Robert Sabourin, Dmitry O. Gorodnichy:
An individual-specific strategy for management of reference data in adaptive ensembles for person re-identification. ICDP 2013: 1-7 - [c154]M. Ali Akber Dewan, Eric Granger, Fabio Roli, Robert Sabourin, Gian Luca Marcialis:
A comparison of adaptive appearance methods for tracking faces in video surveillance. ICDP 2013: 1-7 - [c153]George S. Eskander, Robert Sabourin, Eric Granger:
A Dissimilarity-Based Approach for Biometric Fuzzy Vaults-Application to Handwritten Signature Images. ICIAP Workshops 2013: 95-102 - [c152]Jean-François Connolly, Eric Granger, Robert Sabourin:
Evolving Classifier Ensembles using Dynamic Multi-objective Swarm Intelligence. ICPRAM 2013: 206-215 - [c151]Paulo Vinicius Wolski Radtke, Eric Granger, Robert Sabourin, Dmitry O. Gorodnichy:
Adaptive Ensemble Selection for Face Re-identification under Class Imbalance. MCS 2013: 95-108 - [c150]Albert Hung-Ren Ko, Robert Sabourin:
Single Classifier Based Multiple Classifications. MCS 2013: 134-145 - [c149]Bassem S. Rabil, Robert Sabourin, Eric Granger:
Securing Mass Biometric Templates Using Blockwise Multi-Resolution Clustering. MLDM Posters 2013: 89-98 - [c148]George S. Eskander, Robert Sabourin, Eric Granger:
Towards Automated Transactions Based on the Offline Handwritten Signatures. MLDM Posters 2013: 141-150 - [c147]Marc-Andre Carbonneau, Ghyslain Gagnon, Robert Sabourin, Jean Dubois:
Recognition of blowing sound types for real-time implementation in mobile devices. NEWCAS 2013: 1-4 - [c146]George S. Eskander, Robert Sabourin, Eric Granger:
On the Dissimilarity Representation and Prototype Selection for Signature-Based Bio-cryptographic Systems. SIMBAD 2013: 265-280 - 2012
- [j47]Marcelo N. Kapp, Robert Sabourin, Patrick Maupin:
A dynamic model selection strategy for support vector machine classifiers. Appl. Soft Comput. 12(8): 2550-2565 (2012) - [j46]Eric Granger, Wael Khreich, Robert Sabourin, Dmitry O. Gorodnichy:
Fusion of biometric systems using Boolean combination: an application to iris-based authentication. Int. J. Biom. 4(3): 291-315 (2012) - [j45]Regiane Kowalek Hanusiak, Luiz S. Oliveira, Edson J. R. Justino, Robert Sabourin:
Writer verification using texture-based features. Int. J. Document Anal. Recognit. 15(3): 213-226 (2012) - [j44]Jean-François Connolly, Eric Granger, Robert Sabourin:
An adaptive classification system for video-based face recognition. Inf. Sci. 192: 50-70 (2012) - [j43]Wael Khreich, Eric Granger, Ali Miri, Robert Sabourin:
A survey of techniques for incremental learning of HMM parameters. Inf. Sci. 197: 105-130 (2012) - [j42]Wael Khreich, Eric Granger, Ali Miri, Robert Sabourin:
Adaptive ROC-based ensembles of HMMs applied to anomaly detection. Pattern Recognit. 45(1): 208-230 (2012) - [j41]Luana Batista, Eric Granger, Robert Sabourin:
Dynamic selection of generative-discriminative ensembles for off-line signature verification. Pattern Recognit. 45(4): 1326-1340 (2012) - [j40]Jean-François Connolly, Eric Granger, Robert Sabourin:
Evolution of heterogeneous ensembles through dynamic particle swarm optimization for video-based face recognition. Pattern Recognit. 45(7): 2460-2477 (2012) - [j39]Paulo Rodrigo Cavalin, Robert Sabourin, Ching Y. Suen:
LoGID: An adaptive framework combining local and global incremental learning for dynamic selection of ensembles of HMMs. Pattern Recognit. 45(9): 3544-3556 (2012) - [j38]Guillaume Corriveau, Raynald Guilbault, Antoine Tahan, Robert Sabourin:
Review and Study of Genotypic Diversity Measures for Real-Coded Representations. IEEE Trans. Evol. Comput. 16(5): 695-710 (2012) - [c145]Miguel De-la-Torre, Paulo Vinicius Wolski Radtke, Eric Granger, Robert Sabourin, Dmitry O. Gorodnichy:
A comparison of adaptive matchers for screening of faces in video surveillance. CISDA 2012: 1-8 - [c144]Johannes Coetzer, Jacques P. Swanepoel, Robert Sabourin:
Efficient cost-sensitive human-machine collaboration for offline signature verification. DRR 2012: 82970J - [c143]Eduardo Vellasques, Robert Sabourin, Eric Granger:
Gaussian mixture modeling for dynamic particle swarm optimization of recurrent problems. GECCO 2012: 73-80 - [c142]Julien-Charles Levesque, Audrey Durand, Christian Gagné, Robert Sabourin:
Multi-objective evolutionary optimization for generating ensembles of classifiers in the ROC space. GECCO 2012: 879-886 - [c141]George S. Eskander, Robert Sabourin, Eric Granger:
Adaptation of Writer-Independent Systems for Offline Signature Verification. ICFHR 2012: 434-439 - [c140]Jean-François Connolly, Eric Granger, Robert Sabourin:
On the correlation between genotype and classifier diversity. ICPR 2012: 1068-1071 - [c139]Paulo Vinicius Wolski Radtke, Eric Granger, Robert Sabourin, Dmitry O. Gorodnichy:
Adaptive selection of ensembles for imbalanced class distributions. ICPR 2012: 2980-2984 - [c138]Jefferson G. Martins, Luis S. Oliveira, Robert Sabourin:
Combining textural descriptors for forest species recognition. IECON 2012: 1483-1488 - [c137]Luana Batista, Bechir Badri, Robert Sabourin, Marc Thomas:
Detecting bearing defects under high noise levels: A classifier fusion approach. IECON 2012: 3880-3886 - [c136]Miguel De-la-Torre, Eric Granger, Paulo Vinicius Wolski Radtke, Robert Sabourin, Dmitry O. Gorodnichy:
Incremental update of biometric models in face-based video surveillance. IJCNN 2012: 1-8 - [c135]Christophe Pagano, Eric Granger, Robert Sabourin, Dmitry O. Gorodnichy:
Detector ensembles for face recognition in video surveillance. IJCNN 2012: 1-8 - [c134]Felipe Ribas, Luiz S. Oliveira, Alceu de Souza Britto Jr., Robert Sabourin:
Assessing handwitten digit segmentation algorithms. SAC 2012: 772-776 - 2011
- [j37]Eduardo Vellasques, Robert Sabourin, Eric Granger:
A high throughput system for intelligent watermarking of bi-tonal images. Appl. Soft Comput. 11(8): 5215-5229 (2011) - [j36]Marcelo N. Kapp, Robert Sabourin, Patrick Maupin:
A dynamic optimization approach for adaptive incremental learning. Int. J. Intell. Syst. 26(11): 1101-1124 (2011) - [c133]Eulanda Miranda dos Santos, Robert Sabourin:
Classifier ensembles optimization guided by population oracle. IEEE Congress on Evolutionary Computation 2011: 693-698 - [c132]Luciane Y. Hirabara, Simone B. K. Aires, Cinthia O. A. Freitas, Alceu de Souza Britto Jr., Robert Sabourin:
Dynamic Zoning Selection for Handwritten Character Recognition. CIARP 2011: 507-514 - [c131]Jean-François Connolly, Eric Granger, Robert Sabourin:
Comparing dynamic PSO algorithms for adapting classifier ensembles in video-based face recognition. CIBIM 2011: 1-8 - [c130]Bassem S. Rabil, Robert Sabourin, Eric Granger:
Impact of watermarking on offline signature verification in intelligent bio-watermarking systems. CIBIM 2011: 13-20 - [c129]Dmitry O. Gorodnichy, Elan Dubrofsky, Richard Hoshino, Wael Khreich, Eric Granger, Robert Sabourin:
Exploring the upper bound performance limit of iris biometrics using score calibration and fusion. CIBIM 2011: 54-61 - [c128]George S. Eskander, Robert Sabourin, Eric Granger:
Signature based Fuzzy Vaults with Boosted Feature Selection. CIBIM 2011: 131-138 - [c127]Bassem S. Rabil, Robert Sabourin, Eric Granger:
Watermarking Stack of Grayscale Face Images as Dynamic Multi-Objective Optimization Problem. MDA 2011: 63-77 - [c126]Luana Batista, Eric Granger, Robert Sabourin:
Dynamic Ensemble Selection for Off-Line Signature Verification. MCS 2011: 157-166 - [c125]Wael Khreich, Eric Granger, Ali Miri, Robert Sabourin:
Incremental Boolean Combination of Classifiers. MCS 2011: 340-349 - 2010
- [j35]Luana Batista, Eric Granger, Robert Sabourin:
Improving performance of HMM-based off-line signature verification systems through a multi-hypothesis approach. Int. J. Document Anal. Recognit. 13(1): 33-47 (2010) - [j34]Diego Bertolini, Luiz S. Oliveira, Edson J. R. Justino, Robert Sabourin:
Reducing forgeries in writer-independent off-line signature verification through ensemble of classifiers. Pattern Recognit. 43(1): 387-396 (2010) - [j33]Wael Khreich, Eric Granger, Ali Miri, Robert Sabourin:
Iterative Boolean combination of classifiers in the ROC space: An application to anomaly detection with HMMs. Pattern Recognit. 43(8): 2732-2752 (2010) - [j32]Wael Khreich, Eric Granger, Ali Miri, Robert Sabourin:
On the memory complexity of the forward-backward algorithm. Pattern Recognit. Lett. 31(2): 91-99 (2010) - [j31]Regiane Kowalek Hanusiak, Edson José Rodrigues Justino, Luiz E. Soares de Oliveira, Robert Sabourin:
Identificação da Autoria de Manuscritos com Base em Atributos Genéticos e Genéricos da Escrita. RITA 17(2): 193-209 (2010) - [c124]Jean-François Connolly, Eric Granger, Robert Sabourin:
An adaptive ensemble of fuzzy ARTMAP neural networks for video-based face classification. IEEE Congress on Evolutionary Computation 2010: 1-8 - [c123]Luana Batista, Eric Granger, Robert Sabourin:
Applying Dissimilarity Representation to Off-Line Signature Verification. ICPR 2010: 1293-1297 - [c122]Marcelo N. Kapp, Robert Sabourin, Patrick Maupin:
Adaptive Incremental Learning with an Ensemble of Support Vector Machines. ICPR 2010: 4048-4051 - [c121]Pedro Luiz de Paula Filho, Luiz S. Oliveira, Alceu de Souza Britto Jr., Robert Sabourin:
Forest Species Recognition Using Color-Based Features. ICPR 2010: 4178-4181 - [c120]Wael Khreich, Eric Granger, Ali Miri, Robert Sabourin:
Boolean Combination of Classifiers in the ROC Space. ICPR 2010: 4299-4303 - [c119]Bassem S. Rabil, Robert Sabourin, Eric Granger:
Intelligent Watermarking with Multi-objective Population Based Incremental Learning. IIH-MSP 2010: 131-134 - [c118]Eduardo Vellasques, Robert Sabourin, Eric Granger:
Intelligent Watermarking of Document Images as a Dynamic Optimization Problem. IIH-MSP 2010: 139-142 - [c117]Paulo Rodrigo Cavalin, Robert Sabourin, Ching Y. Suen:
Dynamic Selection of Ensembles of Classifiers Using Contextual Information. MCS 2010: 145-154 - [c116]Luana Batista, Eric Granger, Robert Sabourin:
A Multi-Classifier System for Off-Line Signature Verification Based on Dissimilarity Representation. MCS 2010: 264-273
2000 – 2009
- 2009
- [j30]Albert Hung-Ren Ko, Robert Sabourin, Alceu de Souza Britto Jr.:
Compound Diversity Functions for Ensemble Selection. Int. J. Pattern Recognit. Artif. Intell. 23(4): 659-686 (2009) - [j29]Paulo Vinicius Wolski Radtke, Tony Wong, Robert Sabourin:
Solution over-Fit Control in Evolutionary Multiobjective Optimization of Pattern Classification Systems. Int. J. Pattern Recognit. Artif. Intell. 23(6): 1107-1127 (2009) - [j28]Eulanda Miranda dos Santos, Robert Sabourin, Patrick Maupin:
Overfitting cautious selection of classifier ensembles with genetic algorithms. Inf. Fusion 10(2): 150-162 (2009) - [j27]Albert Hung-Ren Ko, Robert Sabourin, Alceu de Souza Britto Jr.:
Ensemble of HMM classifiers based on the clustering validity index for a handwritten numeral recognizer. Pattern Anal. Appl. 12(1): 21-35 (2009) - [j26]Albert Hung-Ren Ko, Paulo Rodrigo Cavalin, Robert Sabourin, Alceu de Souza Britto Jr.:
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. IEEE Trans. Pattern Anal. Mach. Intell. 31(12): 2168-2178 (2009) - [j25]Paulo Rodrigo Cavalin, Robert Sabourin, Ching Y. Suen, Alceu de Souza Britto Jr.:
Evaluation of incremental learning algorithms for HMM in the recognition of alphanumeric characters. Pattern Recognit. 42(12): 3241-3253 (2009) - [j24]Cheila Bergamini, Luiz S. Oliveira, Alessandro L. Koerich, Robert Sabourin:
Combining different biometric traits with one-class classification. Signal Process. 89(11): 2117-2127 (2009) - [c115]José Josemar de Oliveira Jr., Cinthia Obladen de Almendra Freitas, João Marques de Carvalho, Robert Sabourin:
Handwritten Word Recognition Using Multi-view Analysis. CIARP 2009: 371-378 - [c114]Jean-François Connolly, Eric Granger, Robert Sabourin:
Incremental adaptation of fuzzy ARTMAP neural networks for video-based face classification. CISDA 2009: 1-8 - [c113]Wael Khreich, Eric Granger, Ali Miri, Robert Sabourin:
A comparison of techniques for on-line incremental learning of HMM parameters in anomaly detection. CISDA 2009: 1-8 - [c112]Marcelo N. Kapp, Robert Sabourin, Patrick Maupin:
A PSO-based framework for dynamic SVM model selection. GECCO 2009: 1227-1234 - [c111]Andre Pimenta, Edson J. R. Justino, Luiz S. Oliveira, Robert Sabourin:
Document reconstruction using dynamic programming. ICASSP 2009: 1393-1396 - [c110]Wael Khreich, Eric Granger, Robert Sabourin, Ali Miri:
Combining Hidden Markov Models for Improved Anomaly Detection. ICC 2009: 1-6 - [c109]Murilo Santos, Albert Hung-Ren Ko, Luiz S. Oliveira, Robert Sabourin, Alessandro L. Koerich, Alceu de Souza Britto Jr.:
Evaluation of Different Strategies to Optimize an HMM-Based Character Recognition System. ICDAR 2009: 666-670 - [c108]Luana Batista, Eric Granger, Robert Sabourin:
A Multi-Hypothesis Approach for Off-Line Signature Verification with HMMs. ICDAR 2009: 1315-1319 - [p2]Jonathan Milgram, Robert Sabourin, Mohamed Cheriet:
Combining Model-Based and Discriminative Approaches in a Modular Two-stage Classification System: Application to isolated Handwritten Digit Recognition. Progress in Computer Vision and Image Analysis 2009: 181-206 - 2008
- [j23]Luiz S. Oliveira, Edson J. R. Justino, Robert Sabourin, Flávio Bortolozzi:
Combining Classifiers in the ROC-space for Off-line Signature Verification. J. Univers. Comput. Sci. 14(2): 237-251 (2008) - [j22]Albert Hung-Ren Ko, Robert Sabourin, Alceu de Souza Britto Jr.:
From dynamic classifier selection to dynamic ensemble selection. Pattern Recognit. 41(5): 1718-1731 (2008) - [j21]Eulanda Miranda dos Santos, Robert Sabourin, Patrick Maupin:
A dynamic overproduce-and-choose strategy for the selection of classifier ensembles. Pattern Recognit. 41(10): 2993-3009 (2008) - [j20]Eduardo Vellasques, Luiz S. Oliveira, Alceu de Souza Britto Jr., Alessandro L. Koerich, Robert Sabourin:
Filtering segmentation cuts for digit string recognition. Pattern Recognit. 41(10): 3044-3053 (2008) - [c107]Jean-François Connolly, Eric Granger, Robert Sabourin:
Supervised Incremental Learning with the Fuzzy ARTMAP Neural Network. ANNPR 2008: 66-77 - [c106]Eulanda Miranda dos Santos, Robert Sabourin, Patrick Maupin:
Pareto analysis for the selection of classifier ensembles. GECCO 2008: 681-688 - [c105]Eulanda Miranda dos Santos, Luiz S. Oliveira, Robert Sabourin, Patrick Maupin:
Overfitting in the selection of classifier ensembles: a comparative study between PSO and GA. GECCO 2008: 1423-1424 - [c104]Albert Hung-Ren Ko, Robert Sabourin, Alceu de Souza Britto Jr.:
A new HMM training and testing scheme. ICPR 2008: 1-4 - [c103]Albert Hung-Ren Ko, Robert Sabourin, Luiz E. Soares de Oliveira, Alceu de Souza Britto Jr.:
The implication of data diversity for a classifier-free ensemble selection in random subspaces. ICPR 2008: 1-5 - [c102]Cheila Bergamini, Luiz S. Oliveira, Alessandro L. Koerich, Robert Sabourin:
Fusion of biometric systems using one-class classification. IJCNN 2008: 1308-1313 - [c101]Eric Granger, Jean-François Connolly, Robert Sabourin:
A comparison of fuzzy ARTMAP and Gaussian ARTMAP neural networks for incremental learning. IJCNN 2008: 3305-3312 - [c100]Paulo Vinicius Wolski Radtke, Robert Sabourin, Tony Wong:
Using the RRT algorithm to optimize classification systems for handwritten digits and letters. SAC 2008: 1748-1752 - [c99]Diego Bertolini, Luiz S. Oliveira, Edson J. R. Justino, Robert Sabourin:
Ensemble of classifiers for off-line signature verification. SMC 2008: 283-288 - 2007
- [j19]Pascal Côté, Lael Parrott, Robert Sabourin:
Multi-objective optimization of an ecological assembly model. Ecol. Informatics 2(1): 23-31 (2007) - [j18]Marcelo N. Kapp, Cinthia Obladen de Almendra Freitas, Robert Sabourin:
Methodology for the design of NN-based month-word recognizers written on Brazilian bank checks. Image Vis. Comput. 25(1): 40-49 (2007) - [j17]Albert Hung-Ren Ko, Robert Sabourin, Alceu de Souza Britto Jr., Luiz S. Oliveira:
Pairwise fusion matrix for combining classifiers. Pattern Recognit. 40(8): 2198-2210 (2007) - [c98]Cinthia Obladen de Almendra Freitas, João Marques de Carvalho, José Josemar de Oliveira Jr., Simone B. K. Aires, Robert Sabourin:
Confusion Matrix Disagreement for Multiple Classifiers. CIARP 2007: 387-396 - [c97]Marcelo N. Kapp, Robert Sabourin, Patrick Maupin:
An empirical study on diversity measures and margin theory for ensembles of classifiers. FUSION 2007: 1-8 - [c96]Eulanda Miranda dos Santos, Robert Sabourin, Patrick Maupin:
Ambiguity-guided dynamic selection of ensemble of classifiers. FUSION 2007: 1-8 - [c95]Hanno Coetzer, Robert Sabourin:
A Human-Centric Off-Line Signature Verification System. ICDAR 2007: 153-157 - [c94]Albert Hung-Ren Ko, Robert Sabourin, Alceu de Souza Britto Jr.:
K-Nearest Oracle for Dynamic Ensemble Selection. ICDAR 2007: 422-426 - [c93]Luiz S. Oliveira, Edson J. R. Justino, Robert Sabourin:
Off-line Signature Verification Using Writer-Independent Approach. IJCNN 2007: 2539-2544 - [c92]Paulo Vinicius Wolski Radtke, Robert Sabourin, Tony Wong:
Annealing Based Approach to Optimize Classification Systems. IJCNN 2007: 2616-2620 - [c91]Cinthia Obladen de Almendra Freitas, João Marques de Carvalho, José Josemar de Oliveira Jr., Simone B. K. Aires, Robert Sabourin:
Distance-based Disagreement Classifiers Combination. IJCNN 2007: 2729-2733 - [c90]Albert Hung-Ren Ko, Robert Sabourin, Alceu de Souza Britto Jr.:
A New HMM-Based Ensemble Generation Method for Numeral Recognition. MCS 2007: 52-61 - [c89]Albert Hung-Ren Ko, Robert Sabourin, Alceu de Souza Britto Jr.:
Applying Pairwise Fusion Matrix on Fusion Functions for Classifier Combination. MCS 2007: 302-311 - [c88]Albert Hung-Ren Ko, Robert Sabourin, Alceu de Souza Britto Jr.:
A New Dynamic Ensemble Selection Method for Numeral Recognition. MCS 2007: 431-439 - 2006
- [j16]Luiz S. Oliveira, Marisa E. Morita, Robert Sabourin:
Feature selection for ensembles applied to handwriting recognition. Int. J. Document Anal. Recognit. 8(4): 262-279 (2006) - [c87]Albert Hung-Ren Ko, Robert Sabourin, Alceu de Souza Britto Jr.:
Evolving ensemble of classifiers in random subspace. GECCO 2006: 1473-1480 - [c86]Albert Hung-Ren Ko, Robert Sabourin, Alceu de Souza Britto Jr.:
A New Objective Function for Ensemble Selection in Random Subspaces. ICPR (4) 2006: 185-188 - [c85]Eric Granger, Philippe Henniges, Luiz S. Oliveira, Robert Sabourin:
Particle Swarm Optimization of Fuzzy ARTMAP Parameters. IJCNN 2006: 2060-2067 - [c84]Albert Hung-Ren Ko, Robert Sabourin, Alceu de Souza Britto Jr.:
Combining Diversity and Classification Accuracy for Ensemble Selection in Random Subspaces. IJCNN 2006: 2144-2151 - [c83]Eulanda Miranda dos Santos, Robert Sabourin, Patrick Maupin:
Single and Multi-Objective Genetic Algorithms for the Selection of Ensemble of Classifiers. IJCNN 2006: 3070-3077 - [c82]Paulo Vinicius Wolski Radtke, Tony Wong, Robert Sabourin:
An Evaluation of Over-Fit Control Strategies for Multi-Objective Evolutionary Optimization. IJCNN 2006: 3327-3334 - [c81]Paulo Rodrigo Cavalin, Alceu de Souza Britto Jr., Flávio Bortolozzi, Robert Sabourin, Luiz E. Soares de Oliveira:
An implicit segmentation-based method for recognition of handwritten strings of characters. SAC 2006: 836-840 - [p1]Luiz S. Oliveira, Marisa E. Morita, Robert Sabourin:
Feature Selection for Ensembles Using the Multi-Objective Optimization Approach. Multi-Objective Machine Learning 2006: 49-74 - 2005
- [j15]Alessandro L. Koerich, Robert Sabourin, Ching Y. Suen:
Recognition and Verification of Unconstrained Handwritten Words. IEEE Trans. Pattern Anal. Mach. Intell. 27(10): 1509-1522 (2005) - [j14]Edson J. R. Justino, Flávio Bortolozzi, Robert Sabourin:
A comparison of SVM and HMM classifiers in the off-line signature verification. Pattern Recognit. Lett. 26(9): 1377-1385 (2005) - [c80]Luiz E. Soares de Oliveira, Marisa E. Morita, Robert Sabourin, Flávio Bortolozzi:
Multi-objective Genetic Algorithms to Create Ensemble of Classifiers. EMO 2005: 592-606 - [c79]Paulo Vinicius Wolski Radtke, Tony Wong, Robert Sabourin:
A Multi-objective Memetic Algorithm for Intelligent Feature Extraction. EMO 2005: 767-781 - [c78]Luiz S. Oliveira, Alceu de Souza Britto Jr., Robert Sabourin:
A Synthetic Database to Assess Segmentation Algorithms. ICDAR 2005: 207-211 - [c77]Luiz S. Oliveira, Alceu de Souza Britto Jr., Robert Sabourin:
Improving Cascading Classifiers with Particle Swarm Optimization. ICDAR 2005: 570-574 - [c76]Paulo Vinicius Wolski Radtke, Robert Sabourin, Tony Wong:
Intelligent Feature Extraction for Ensemble of Classifiers. ICDAR 2005: 866-870 - 2004
- [j13]Cinthia Obladen de Almendra Freitas, Flávio Bortolozzi, Robert Sabourin:
Study Of Perceptual Similarity Between Different Lexicons. Int. J. Pattern Recognit. Artif. Intell. 18(7): 1321-1338 (2004) - [c75]Tony Wong, Pascal Côté, Robert Sabourin:
A hybrid MOEA for the capacitated exam proximity problem. IEEE Congress on Evolutionary Computation 2004: 1495-1501 - [c74]Luiz S. Oliveira, Robert Sabourin:
Support vector machines for handwritten numerical string recognition. IWFHR 2004: 39-44 - [c73]Jonathan Milgram, Mohamed Cheriet, Robert Sabourin:
Speeding up the decision making of support vector classifiers. IWFHR 2004: 57-62 - [c72]Marisa E. Morita, Luiz S. Oliveira, Robert Sabourin:
Unsupervised feature selection for ensemble of classifiers. IWFHR 2004: 81-86 - [c71]Marcelo N. Kapp, Cinthia Obladen de Almendra Freitas, Robert Sabourin:
Handwritten Brazilian month recognition: an analysis of two NN architectures and a rejection mechanism. IWFHR 2004: 209-214 - [c70]Alessandro L. Koerich, Robert Sabourin, Ching Y. Suen:
Fast two-level HMM decoding algorithm for large vocabulary handwriting recognition. IWFHR 2004: 232-237 - [c69]Carlos M. Nunes, Alceu de Souza Britto Jr., Celso A. A. Kaestner, Robert Sabourin:
An optimized hill climbing algorithm for feature subset selection: evaluation on handwritten character recognition. IWFHR 2004: 365-370 - [c68]Alceu de Souza Britto Jr., Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
Foreground and background information in an HMM-based method for recognition of isolated characters and numeral strings. IWFHR 2004: 371-376 - [c67]Cesar R. Santos, Edson J. R. Justino, Flávio Bortolozzi, Robert Sabourin:
An off-line signature verification method based on the questioned document expert's approach and a neural network classifier. IWFHR 2004: 498-502 - [c66]Jonathan Milgram, Robert Sabourin, Mohamed Cheriet:
Two-Stage Classification System combining Model-Based and Discriminative Approaches. ICPR (1) 2004: 152-155 - [c65]Guillaume Tremblay, Robert Sabourin, Patrick Maupin:
Optimizing Nearest Neighbour in Random Subspaces using a Multi-Objective Genetic Algorithm. ICPR (1) 2004: 208 - [c64]Pascal Côté, Tony Wong, Robert Sabourin:
A Hybrid Multi-objective Evolutionary Algorithm for the Uncapacitated Exam Proximity Problem. PATAT 2004: 294-312 - [c63]Paulo Sergio Lopes de Souza, Alceu de Souza Britto Jr., Robert Sabourin, Simone do Rócio Senger de Souza, Díbio Leandro Borges:
K-Means VQ algorithm using a low-cost parallel cluster computing. Parallel and Distributed Computing and Networks 2004: 392-397 - [c62]José Josemar de Oliveira Jr., Marcelo N. Kapp, Cinthia Obladen de Almendra Freitas, João Marques de Carvalho, Robert Sabourin:
Handwritten Recognition with Multiple Classifiers for Restricted Lexicon. SIBGRAPI 2004: 82-89 - [c61]Carlos M. Nunes, Alceu de Souza Britto Jr., Celso A. A. Kaestner, Robert Sabourin:
Feature Subset Selection Using an Optimized Hill Climbing Algorithm for Handwritten Character Recognition. SSPR/SPR 2004: 1018-1025 - 2003
- [j12]Alceu de Souza Britto Jr., Robert Sabourin, Flávio Bortolozzi:
The recognition of handwritten numeral strings using a two-stage HMM-based method. Int. J. Document Anal. Recognit. 5(2-3): 102-117 (2003) - [j11]Alessandro L. Koerich, Robert Sabourin, Ching Y. Suen:
Lexicon-driven HMM decoding for large vocabulary handwriting recognition with multiple character models. Int. J. Document Anal. Recognit. 6(2): 126-144 (2003) - [j10]Marisa E. Morita, Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
Segmentation and recognition of handwritten dates: an HMM-MLP hybrid approach. Int. J. Document Anal. Recognit. 6(4): 248-262 (2003) - [j9]Luiz E. Soares de Oliveira, Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
A Methodology for Feature Selection Using Multiobjective Genetic Algorithms for Handwritten Digit String Recognition. Int. J. Pattern Recognit. Artif. Intell. 17(6): 903-929 (2003) - [j8]Alessandro L. Koerich, Robert Sabourin, Ching Y. Suen:
Large vocabulary off-line handwriting recognition: A survey. Pattern Anal. Appl. 6(2): 97-121 (2003) - [j7]Luiz E. Soares de Oliveira, Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
Impacts of verification on a numeral string recognition system. Pattern Recognit. Lett. 24(7): 1023-1031 (2003) - [c60]Marisa E. Morita, Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
A Recognition and Verification Strategy for Handwritten Word Recognition. ICDAR 2003: 482- - [c59]Marisa E. Morita, Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
Unsupervised Feature Selection Using Multi-Objective Genetic Algorithms for Handwritten Word Recognition. ICDAR 2003: 666-670 - [c58]Luiz E. Soares de Oliveira, Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
Feature Selection for Ensembles: A Hierarchical Multi-Objective Genetic Algorithm Approach. ICDAR 2003: 676- - [c57]Paulo Vinicius Wolski Radtke, Luiz E. Soares de Oliveira, Robert Sabourin, Tony Wong:
Intelligent Zoning Design Using Multi-Objective Evolutionary Algorithms. ICDAR 2003: 824-828 - [c56]Alceu de Souza Britto Jr., Paulo Sergio Lopes de Souza, Robert Sabourin, Simone do Rócio Senger de Souza, Díbio Leandro Borges:
A Low-Cost Parallel K-Means VQ Algorithm Using Cluster Computing. ICDAR 2003: 839-843 - [c55]Frederic Grandidier, Robert Sabourin, Ching Y. Suen:
Integration of Contextual Information in Handwriting Recognition Systems. ICDAR 2003: 1252-1256 - [c54]Marcelo N. Kapp, Cinthia Obladen de Almendra Freitas, Júlio C. Nievola, Robert Sabourin:
Evaluating the Conventional and Class-Modular Architectures Feedforward Neural Network for Handwritten Word Recognition. SIBGRAPI 2003: 315-322 - 2002
- [j6]Luiz E. Soares de Oliveira, Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
Automatic Recognition of Handwritten Numerical Strings: A Recognition and Verification Strategy. IEEE Trans. Pattern Anal. Mach. Intell. 24(11): 1438-1454 (2002) - [c53]Alessandro L. Koerich, Robert Sabourin, Ching Y. Suen:
Fast two-level Viterbi search algorithm for unconstrained handwriting recognition. ICASSP 2002: 3537-3540 - [c52]Alessandro L. Koerich, Yann Leydier, Robert Sabourin, Ching Y. Suen:
A hybrid large vocabulary handwritten word recognition system using neural networks with hidden Markov models. IWFHR 2002: 99-104 - [c51]Marisa E. Morita, Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
Segmentation and recognition of handwritten dates. IWFHR 2002: 105-110 - [c50]José Josemar de Oliveira Jr., João Marques de Carvalho, Cinthia Obladen de Almendra Freitas, Robert Sabourin:
Feature sets evaluation for handwritten word recognition. IWFHR 2002: 446-450 - [c49]Alceu de Souza Britto Jr., Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
A String Length Predictor to Control the Level Building of HMMs for Handwritten Numeral Recognition. ICPR (4) 2002: 31-34 - [c48]Suzete E. N. Correia, João Marques de Carvalho, Robert Sabourin:
On the Performance of Wavelets for Handwritten Numerals Recognition. ICPR (3) 2002: 127-130 - [c47]Luiz E. Soares de Oliveira, Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
Feature Selection Using Multi-Objective Genetic Algorithms for Handwritten Digit Recognition. ICPR (1) 2002: 568-571 - [c46]Edson J. R. Justino, Flávio Bortolozzi, Robert Sabourin:
The Interpersonal and Intrapersonal Variability Influences on Off-Line Signature Verification Using HMM. SIBGRAPI 2002: 197-202 - [c45]José Josemar de Oliveira Jr., João Marques de Carvalho, Cinthia Obladen de Almendra Freitas, Robert Sabourin:
Evaluating NN and HMM Classifiers for Handwritten Word Recognition. SIBGRAPI 2002: 210-217 - [c44]Suzete E. N. Correia, João Marques de Carvalho, Robert Sabourin:
Human-Perception Handwritten Character Recognition Using Wavelets. SIBGRAPI 2002: 404 - 2001
- [j5]Alceu de Souza Britto Jr., Cinthia Obladen de Almendra Freitas, Edson J. R. Justino, Díbio Leandro Borges, Jacques Facon, Flávio Bortolozzi, Robert Sabourin:
Técnicas em Processamento e Análise de Documentos Manuscritos. RITA 8(2): 47-68 (2001) - [c43]Alceu de Souza Britto Jr., Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
An Enhanced HMM Topology in an LBA Framework for the Recognition of Handwritten Numeral Strings. ICAPR 2001: 105-114 - [c42]Alessandro L. Koerich, Robert Sabourin, Ching Y. Suen:
A Time-Length Constrained Level Building Algorithm for Large Vocabulary Handwritten Word Recognition. ICAPR 2001: 127-136 - [c41]Frederic Grandidier, Robert Sabourin, Michel Gilloux, Ching Y. Suen:
An a priori Indicator of the Discrimination Power of Discrete Hidden Markov Models. ICDAR 2001: 350-355 - [c40]Luiz E. Soares de Oliveira, Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
A Modular System to Recognize Numerical Amounts on Brazilian Bank Checks. ICDAR 2001: 389-395 - [c39]Alceu de Souza Britto Jr., Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
A Two-Stage HMM-Based System for Recognizing Handwritten Numeral Strings. ICDAR 2001: 396-400 - [c38]Alessandro L. Koerich, Robert Sabourin, Ching Y. Suen:
A Distributed Scheme for Lexicon-Driven Handwritten Word Recognition and its Application to Large Vocabulary Problems. ICDAR 2001: 660-664 - [c37]Cinthia Obladen de Almendra Freitas, Flávio Bortolozzi, Robert Sabourin:
Handwritten Isolated Word Recognition: An Approach Based on Mutual Information for Feature Set Validation. ICDAR 2001: 665-669 - [c36]Marisa E. Morita, Robert Sabourin, Mounim A. El-Yacoubi, Flávio Bortolozzi, Ching Y. Suen:
Handwritten Month Word Recognition on Brazilian Bank Checks. ICDAR 2001: 972-976 - [c35]Edson J. R. Justino, Flávio Bortolozzi, Robert Sabourin:
Off-line Signature Verification Using HMM for Random, Simple and Skilled Forgeries. ICDAR 2001: 1031-1034 - [c34]Luiz E. Soares de Oliveira, Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
High-Level Verification of Handwritten Numeral Strings. SIBGRAPI 2001: 36-43 - [c33]Luiz E. Soares de Oliveira, N. Benahmed, Robert Sabourin, Flávio Bortolozzi, Ching Y. Suen:
Feature Subset Selection Using Genetic Algorithms for Handwritten Digit Recognition. SIBGRAPI 2001: 362- - 2000
- [c32]Luiz E. Soares de Oliveira, Edouard Lethelier, Flávio Bortolozzi, Robert Sabourin:
A New Segmentation Approach for Handwritten Digits. ICPR 2000: 2323-2326 - [c31]Anderson Rocha, Jacques Facon, Flávio Bortolozzi, Robert Sabourin:
Morphological Pseudo Convex Hull to Correct Handwriting Baseline skew. ISMM 2000: 389-396 - [c30]Luiz E. Soares de Oliveira, Edouard Lethelier, Flávio Bortolozzi, Robert Sabourin:
Handwritten Digits Segmentation Based on Structural Approach. SIBGRAPI 2000: 67-73 - [c29]Cinthia Obladen de Almendra Freitas, Abdenaim El Yacoubi, Flávio Bortolozzi, Robert Sabourin:
Brazilian Bank Check Handwritten Legal Amount Recognition. SIBGRAPI 2000: 97-104 - [c28]Edson J. R. Justino, Abdenaim El Yacoubi, Flávio Bortolozzi, Robert Sabourin:
An Off-Line Signature Verification System using Hidden Markov Model and Cross-Validation. SIBGRAPI 2000: 105-112 - [c27]Marisa E. Morita, Edouard Lethelier, Abdenaim El Yacoubi, Flávio Bortolozzi, Robert Sabourin:
Recognition of Handwritten Dates on Bank Checks using an HMM Approach. SIBGRAPI 2000: 113-122
1990 – 1999
- 1999
- [j4]Mounim A. El-Yacoubi, Michel Gilloux, Robert Sabourin, Ching Y. Suen:
An HMM-Based Approach for Off-Line Unconstrained Handwritten Word Modeling and Recognition. IEEE Trans. Pattern Anal. Mach. Intell. 21(8): 752-760 (1999) - [c26]Marisa E. Morita, Jacques Facon, Flávio Bortolozzi, Silvio J. A. Garnés, Robert Sabourin:
Mathematical Morphology and Weighted Least Squares to Correct Handwriting Baseline Skew. ICDAR 1999: 430-433 - [c25]Frederic Grandidier, Robert Sabourin, Mounim A. El-Yacoubi, Michel Gilloux, Ching Y. Suen:
Influence of Word Length on Handwriting Recognition. ICDAR 1999: 777-780 - [c24]Fabrício Enembreck, Bráulio Coelho Ávila, Robert Sabourin:
Decision Tree-Based Paraconsistent Learning. SCCC 1999: 43-52 - 1998
- [c23]Abdenaim El Yacoubi, Robert Sabourin, Michel Gilloux, Ching Y. Suen:
Improved model architecture and training phase in an off-line HMM-based word recognition system. ICPR 1998: 1521-1525 - [c22]Viviane Bouletreau, Nicole Vincent, Robert Sabourin, Hubert Emptoz:
Handwriting and signature: one or two personality identifiers? ICPR 1998: 1758-1760 - [c21]Marisa E. Morita, Flávio Bortolozzi, Jacques Facon, Robert Sabourin:
Morphological approach of handwritten word skew correction. SIBGRAPI 1998: 456-461 - 1997
- [j3]Nabeel A. Murshed, Robert Sabourin, Flávio Bortolozzi:
A Cognitive Approach to Off-Line Signature Verification. Int. J. Pattern Recognit. Artif. Intell. 11(5): 801-825 (1997) - [c20]Mounim A. El-Yacoubi, Michel Gilloux, Robert Sabourin, Ching Y. Suen:
Objective Evaluation of the Discriminant Power of Features in an HMM-based Word Recognition System. BSDIA 1997: 60-73 - [c19]Robert Sabourin:
Off-Line Signature Verification: Recent Advances and Perspectives. BSDIA 1997: 84-98 - [c18]Christophe Simon, Eric Levrat, Robert Sabourin, Jacques Brémont:
A Fuzzy Perception for Off-Line Handwritten Signature Verification. BSDIA 1997: 261-272 - [c17]Claudio de Oliveira, Celso A. A. Kaestner, Flávio Bortolozzi, Robert Sabourin:
Generation of Signatures by Deformations. BSDIA 1997: 283-298 - [c16]José Eduardo Bastos Dos Santos, Flávio Bortolozzi, Robert Sabourin:
A Simple Methodology to Bankcheck Segmentation. BSDIA 1997: 334-343 - [c15]Viviane Bouletreau, Nicole Vincent, Robert Sabourin, Hubert Emptoz:
Synthetic Parameters for Handwriting Classification. ICDAR 1997: 102-106 - [c14]Deya Motawa, Adnan Amin, Robert Sabourin:
Segmentation of Arabic Cursive Script. ICDAR 1997: 625-628 - [c13]Robert Sabourin, Jean-Pierre Drouhard, Etienne Sum Wah:
Shape Matrices as a Mixed Shape Factor for Off-line Signature Verification. ICDAR 1997: 661-666 - 1996
- [j2]Jean-Pierre Drouhard, Robert Sabourin, Mario Godbout:
A neural network approach to off-line signature verification using directional PDF. Pattern Recognit. 29(3): 415-424 (1996) - [c12]Robert Sabourin, Ginette Genest, Françoise J. Prêteux:
Pattern spectrum as a local shape factor for off-line signature verification. ICPR 1996: 43-48 - [c11]Nabeel A. Murshed, Flávio Bortolozzi, Robert Sabourin:
A fuzzy ARTMAP-based classification system for detecting cancerous cells, based on the one-class problem approach. ICPR 1996: 478-482 - 1995
- [c10]Nabeel A. Murshed, Flávio Bortolozzi, Robert Sabourin:
Off-line signature verification, without a priori knowledge of class ω2. A new approach. ICDAR 1995: 191-196 - [c9]Robert Sabourin, Ginette Genest:
An extended-shadow-code based approach for off-line signature verification. II. Evaluation of several multi-classifier combination strategies. ICDAR 1995: 197-201 - [c8]Jean-Pierre Drouhard, Robert Sabourin, Mario Godbout:
Comparative study of the k nearest neighbour, threshold and neural network classifiers for handwritten signature verification using an enhanced directional PDF. ICDAR 1995: 807-810 - [c7]Nabeel A. Murshed, Flávio Bortolozzi, Robert Sabourin:
Off-line signature verification using fuzzy ARTMAP neural network. ICNN 1995: 2179-2184 - [c6]Nabeel A. Murshed, Flávio Bortolozzi, Robert Sabourin:
Off-Line Signature Verification without Requiring Random Forgeries for Training. ICSC 1995: 107-115 - 1994
- [j1]Robert Sabourin, Rejean Plamondon, Louis Beaumier:
Structural Interpretation of Handwritten Signature Images. Int. J. Pattern Recognit. Artif. Intell. 8(3): 709-748 (1994) - [c5]Mohamed Cheriet, R. Thibault, Robert Sabourin:
A Multiresolution Based Approach for Handwriting Segmentation in Gray-scale Images. ICIP (1) 1994: 159-163 - [c4]Robert Sabourin, Ginette Genest:
An extended-shadow-code based approach for off-line signature verification. I. Evaluation of the bar mask definition. ICPR (2) 1994: 450-453 - 1993
- [c3]Robert Sabourin, Mohamed Cheriet, Ginette Genest:
An extended-shadow-code based approach for off-line signature verification. ICDAR 1993: 1-5 - 1992
- [c2]Robert Sabourin, Jean-Pierre Drouhard:
Off-line signature verification using directional PDF and neural networks. ICPR (2) 1992: 321-325
1980 – 1989
- 1988
- [c1]Robert Sabourin, Rejean Plamondon:
Segmentation of handwritten signature images using the statistics of directional data. ICPR 1988: 282-285
Coauthor Index
aka: George Darmiton da Cunha Cavalcanti
aka: Rafael Menelau Oliveira E. Cruz
aka: Cinthia O. A. Freitas
aka: Edson J. R. Justino
aka: Adriano L. I. Oliveira
aka: Luiz S. Oliveira
aka: Luiz E. Soares de Oliveira
aka: Luiz E. S. Oliveira
aka: Eulanda Miranda dos Santos
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