Published in Online Social Networks and Media, 2022
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Recommended citation: Rafael Cruz, Woshington Sousa, George Cavalcanti, "Selecting and combining complementary feature representations and classifiers for hate speech detection." Online Social Networks and Media, 2022.
Published in In the proceedings of International Joint Conference on Neural Networks (IJCNN), 2022
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Recommended citation: Mariana Souza, Robert Sabourin, George Cavalcanti, Rafael Cruz, "Local overlap reduction procedure for dynamic ensemble selection." In the proceedings of International Joint Conference on Neural Networks (IJCNN), 2022.
Published in In the proceedings of International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI), 2022
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Recommended citation: Madhu Kiran, Le Nguyen-Meidine, Rajat Sahay, Rafael Cruz, Louis-Antoine Blais-Morin, Eric Granger, "Generative Target Update for Adaptive Siamese Tracking." In the proceedings of International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI), 2022.
Published in In the proceedings of 2022 International Joint Conference on Neural Networks (IJCNN), 2022
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Recommended citation: Madhu Kiran, Le Nguyen-Meidine, Rajat Sahay, Rafael Cruz, Louis-Antoine Blais-Morin, Eric Granger, "Dynamic Template Selection Through Change Detection for Adaptive Siamese Tracking." In the proceedings of 2022 International Joint Conference on Neural Networks (IJCNN), 2022.
Published in In the proceedings of International Joint Conference on Neural Networks (IJCNN), 2022
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Recommended citation: Reza Davtalab, Rafael Cruz, Robert Sabourin, "Dynamic Ensemble Selection Using Fuzzy Hyperboxes." In the proceedings of International Joint Conference on Neural Networks (IJCNN), 2022.
Published in In the proceedings of International Joint Conference on Neural Networks (IJCNN), 2022
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Recommended citation: Talles Vianna, Victor Souza, Adriano Oliveira, Rafael MO, Robert Sabourin, "Contrastive Learning of Handwritten Signature Representations for Writer-Independent Verification." In the proceedings of International Joint Conference on Neural Networks (IJCNN), 2022.
Published in Information Fusion, 2022
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Recommended citation: Felipe Walmsley, George Cavalcanti, Robert Sabourin, Rafael Cruz, "An investigation into the effects of label noise on Dynamic Selection algorithms." Information Fusion, 2022.
Published in In the proceedings of International Joint Conference on Neural Networks, 2020
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Recommended citation: Mariana Souza, Robert Sabourin, George Cavalcanti, Rafael Cruz, "Multi-label learning for dynamic model type recommendation." In the proceedings of International Joint Conference on Neural Networks, 2020.
Published in In the proceedings of Genetic and Evolutionary Computation Conference (GECCO), 2020
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Recommended citation: Victor Souza, Adriano Oliveira, Rafael Cruz, Robert Sabourin, "Improving BPSO-based feature selection applied to offline WI handwritten signature verification through overfitting control." In the proceedings of Genetic and Evolutionary Computation Conference (GECCO), 2020.
Published in Journal of Machine Learning Research, 2020
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Recommended citation: Rafael Cruz, Luiz Hafemann, Robert Sabourin, George Cavalcanti, "DESlib: A Dynamic ensemble selection library in Python." Journal of Machine Learning Research, 2020.
Published in In the proceedings of International Conference on Pattern Recognition (ICPR), 2020
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Recommended citation: Victor Souza, Adriano Oliveira, Rafael Cruz, Robert Sabourin, "An Investigation of Feature Selection and Transfer Learning for Writer-Independent Offline Handwritten Signature Verification." In the proceedings of International Conference on Pattern Recognition (ICPR), 2020.
Published in Expert Systems with Applications, 2020
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Recommended citation: Victor Souza, Adriano Oliveira, Rafael Cruz, Robert Sabourin, "A white-box analysis on the writer-independent dichotomy transformation applied to offline handwritten signature verification." Expert Systems with Applications, 2020.
Published in Pattern Recognition, 2019
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Recommended citation: Mariana Souza, George Cavalcanti, Rafael Cruz, Robert Sabourin, "Online local pool generation for dynamic classifier selection." Pattern Recognition, 2019.
Published in In the proceedings of 2019 International Joint Conference on Neural Networks (IJCNN), 2019
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Recommended citation: Mariana Souza, George Cavalcanti, Rafael Cruz, Robert Sabourin, "On evaluating the online local pool generation method for imbalance learning." In the proceedings of 2019 International Joint Conference on Neural Networks (IJCNN), 2019.
Published in In the proceedings of 2019 International Joint Conference on Neural Networks (IJCNN), 2019
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Recommended citation: Victor Souza, Adriano Oliveira, Rafael Cruz, Robert Sabourin, "On dissimilarity representation and transfer learning for offline handwritten signature verification." In the proceedings of 2019 International Joint Conference on Neural Networks (IJCNN), 2019.
Published in Pattern Recognition, 2019
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Recommended citation: Rafael Cruz, Dayvid Oliveira, George Cavalcanti, Robert Sabourin, "FIRE-DES++: Enhanced online pruning of base classifiers for dynamic ensemble selection." Pattern Recognition, 2019.
Published in International Journal of Pattern Recognition and Artificial Intelligence, 2019
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Recommended citation: Rafael Cruz, Mariana Souza, Robert Sabourin, George Cavalcanti, "Dynamic ensemble selection and data preprocessing for multi-class imbalance learning." International Journal of Pattern Recognition and Artificial Intelligence, 2019.
Published in In the proceedings of International Conference on Computational Science, 2019
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Recommended citation: Victor Souza, Adriano Oliveira, Rafael Cruz, Robert Sabourin, "Characterization of handwritten signature images in dissimilarity representation space." In the proceedings of International Conference on Computational Science, 2019.
Published in Neural Computing and Applications, 2018
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Recommended citation: Rafael Cruz, Robert Sabourin, George Cavalcanti, "Prototype selection for dynamic classifier and ensemble selection." Neural Computing and Applications, 2018.
Published in arXiv preprint arXiv:1809.01628, 2018
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Recommended citation: Mariana Souza, George Cavalcanti, Rafael Cruz, Robert Sabourin, "Online local pool generation for dynamic classifier selection: an extended version." arXiv preprint arXiv:1809.01628, 2018.
Published in In the proceedings of 2018 International Joint Conference on Neural Networks (IJCNN), 2018
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Recommended citation: Dayvid Oliveira, George Cavalcanti, Thyago Porpino, Rafael Cruz, Robert Sabourin, "K-nearest oracles borderline dynamic classifier ensemble selection." In the proceedings of 2018 International Joint Conference on Neural Networks (IJCNN), 2018.
Published in Information Fusion, 2018
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Recommended citation: Rafael Cruz, Robert Sabourin, George Cavalcanti, "Dynamic classifier selection: Recent advances and perspectives." Information Fusion, 2018.
Published in In the proceedings of 2018 international joint conference on neural networks (IJCNN), 2018
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Recommended citation: Felipe Walmsley, George Cavalcanti, Dayvid Oliveira, Rafael Cruz, Robert Sabourin, "An ensemble generation method based on instance hardness." In the proceedings of 2018 international joint conference on neural networks (IJCNN), 2018.
Published in Neurocomputing, 2018
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Recommended citation: Anandarup Roy, Rafael Cruz, Robert Sabourin, George Cavalcanti, "A study on combining dynamic selection and data preprocessing for imbalance learning." Neurocomputing, 2018.
Published in In the proceedings of 2017 International Joint Conference on Neural Networks (IJCNN), 2017
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Recommended citation: Mariana Souza, George Cavalcanti, Rafael Cruz, Robert Sabourin, "On the characterization of the oracle for dynamic classifier selection." In the proceedings of 2017 International Joint Conference on Neural Networks (IJCNN), 2017.
Published in Information fusion, 2017
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Recommended citation: Rafael Cruz, Robert Sabourin, George Cavalcanti, "META-DES. Oracle: Meta-learning and feature selection for dynamic ensemble selection." Information fusion, 2017.
Published in In the proceedings of 2017 Seventh International Conference on Image Processing Theory, Tools and Applications (IPTA), 2017
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Recommended citation: Rafael Cruz, Hiba Zakane, Robert Sabourin, George Cavalcanti, "Dynamic ensemble selection vs k-nn: why and when dynamic selection obtains higher classification performance?." In the proceedings of 2017 Seventh International Conference on Image Processing Theory, Tools and Applications (IPTA), 2017.
Published in In the proceedings of 2017 international joint conference on neural networks (IJCNN), 2017
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Recommended citation: Rafael Cruz, Robert Sabourin, George Cavalcanti, "Analyzing different prototype selection techniques for dynamic classifier and ensemble selection." In the proceedings of 2017 international joint conference on neural networks (IJCNN), 2017.
Published in In the proceedings of 2016 23rd International Conference on Pattern Recognition (ICPR), 2016
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Recommended citation: Anandarup Roy, Rafael Cruz, Robert Sabourin, George Cavalcanti, "Meta-regression based pool size prediction scheme for dynamic selection of classifiers." In the proceedings of 2016 23rd International Conference on Pattern Recognition (ICPR), 2016.
Published in Neurocomputing, 2016
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Recommended citation: Anandarup Roy, Rafael Cruz, Robert Sabourin, George Cavalcanti, "Meta-learning recommendation of default size of classifier pool for META-DES." Neurocomputing, 2016.
Published in In the proceedings of 2015 International Joint Conference on Neural Networks (IJCNN), 2015
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Recommended citation: Rafael Cruz, Robert Sabourin, George Cavalcanti, "META-DES. H: a dynamic ensemble selection technique using meta-learning and a dynamic weighting approach." In the proceedings of 2015 International Joint Conference on Neural Networks (IJCNN), 2015.
Published in Pattern recognition, 2015
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Recommended citation: Rafael Cruz, Robert Sabourin, George Cavalcanti, Tsang Ren, "META-DES: A dynamic ensemble selection framework using meta-learning." Pattern recognition, 2015.
Published in arXiv preprint arXiv:1509.00825, 2015
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Recommended citation: Rafael Cruz, Robert Sabourin, George Cavalcanti, "A DEEP analysis of the META-DES framework for dynamic selection of ensemble of classifiers." arXiv preprint arXiv:1509.00825, 2015.
Published in In the proceedings of 2014 22nd International Conference on Pattern Recognition, 2014
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Recommended citation: Rafael Cruz, Robert Sabourin, George Cavalcanti, "On meta-learning for dynamic ensemble selection." In the proceedings of 2014 22nd International Conference on Pattern Recognition, 2014.
Published in In the proceedings of IAPR Workshop on Artificial Neural Networks in Pattern Recognition, 2014
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Recommended citation: Rafael Cruz, Robert Sabourin, George Cavalcanti, "Analyzing dynamic ensemble selection techniques using dissimilarity analysis." In the proceedings of IAPR Workshop on Artificial Neural Networks in Pattern Recognition, 2014.
Published in Expert Systems with Applications, 2013
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Recommended citation: Rafael Cruz, George Cavalcanti, Ren Tsang, Robert Sabourin, "Feature representation selection based on classifier projection space and oracle analysis." Expert Systems with Applications, 2013.
Published in In the proceedings of The 2011 International Joint Conference on Neural Networks, 2011
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Recommended citation: Rafael Cruz, George Cavalcanti, Tsang Ren, "A method for dynamic ensemble selection based on a filter and an adaptive distance to improve the quality of the regions of competence." In the proceedings of The 2011 International Joint Conference on Neural Networks, 2011.
Published in In the proceedings of 17th International conference on systems, signals and image processing, 2010
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Recommended citation: Rafael Cruz, George Cavalcanti, Tsang Ren, "Handwritten digit recognition using multiple feature extraction techniques and classifier ensemble." In the proceedings of 17th International conference on systems, signals and image processing, 2010.
Published in In the proceedings of The 2010 International Joint Conference on Neural Networks (IJCNN), 2010
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Recommended citation: Rafael Cruz, George Cavalcanti, Tsang Ren, "An ensemble classifier for offline cursive character recognition using multiple feature extraction techniques." In the proceedings of The 2010 International Joint Conference on Neural Networks (IJCNN), 2010.