Liste des publications de "Menelau Cruz, Rafael"

Article publié dans une revue, révisé par les pairs

Avelino, Juscimara G., Cavalcanti, George D. C. et Cruz, Rafael M. O.. 2024. « Resampling strategies for imbalanced regression: a survey and empirical analysis ». Artificial Intelligence Review, vol. 57, nº 4.
Compte des citations dans Scopus : 3.

Cordeiro, Paulo R. G., Cavalcanti, George D. C. et Cruz, Rafael M. O.. 2023. « Dynamic ensemble algorithm post-selection using hardness-aware oracle ». IEEE Access, vol. 11. pp. 86056-86070.
Compte des citations dans Scopus : 3.

Cruz, R. M. O., Cavalcanti, G. D. C., Ing Ren, Tsang et Sabourin, Robert. 2013. « Feature representation selection based on Classifier Projection Space and Oracle analysis ». Expert Systems with Applications, vol. 40, nº 9. pp. 3813-3827.
Compte des citations dans Scopus : 16.

Cruz, Rafael M. O., de Sousa, Woshington V. et Cavalcanti, George D. C.. 2022. « Selecting and combining complementary feature representations and classifiers for hate speech detection ». Online Social Networks and Media, vol. 28.
Compte des citations dans Scopus : 10.

Cruz, Rafael M. O., Hafemann, Luiz G., Sabourin, Robert et Cavalcanti, George D. C.. 2020. « DESlib: A dynamic ensemble selection library in python ». Journal of Machine Learning Research, vol. 21.
Compte des citations dans Scopus : 54.

Cruz, Rafael M. O., Oliveira, Dayvid V. R., Cavalcanti, George D. C. et Sabourin, Robert. 2019. « FIRE-DES++: Enhanced online pruning of base classifiers for dynamic ensemble selection ». Pattern Recognition, vol. 85. pp. 149-160.
Compte des citations dans Scopus : 42.

Cruz, Rafael M. O., Sabourin, Robert et Cavalcanti, George D. C.. 2018. « Dynamic classifier selection: Recent advances and perspectives ». Information Fusion, vol. 41. pp. 195-216.
Compte des citations dans Scopus : 346.

Cruz, Rafael M. O., Sabourin, Robert et Cavalcanti, George D. C.. 2017. « META-DES.Oracle: Meta-learning and feature selection for dynamic ensemble selection ». Information Fusion, vol. 38. pp. 84-103.
Compte des citations dans Scopus : 83.

Cruz, Rafael M. O., Sabourin, Robert et Cavalcanti, George D. C.. 2018. « Prototype selection for dynamic classifier and ensemble selection ». Neural Computing and Applications, vol. 29, nº 2. pp. 447-457.
Compte des citations dans Scopus : 30.

Cruz, Rafael M. O., Sabourin, Robert, Cavalcanti, George D. C. et Ing Ren, Tsang. 2015. « META-DES: A dynamic ensemble selection framework using meta-learning ». Pattern Recognition, vol. 48, nº 5. pp. 1925-1935.
Compte des citations dans Scopus : 211.

Cruz, Rafael M. O., Souza, Mariana A., Sabourin, Robert et Cavalcanti, George D. C.. 2019. « Dynamic ensemble selection and data preprocessing for multi-class imbalance learning ». International Journal of Pattern Recognition and Artificial Intelligence, vol. 33, nº 11.
Compte des citations dans Scopus : 14.

Davtalab, Reza, Cruz, Rafael M. O. et Sabourin, Robert. 2024. « A scalable dynamic ensemble selection using fuzzy hyperboxes ». Information Fusion, vol. 102.
Compte des citations dans Scopus : 3.

de Amorim, Lucas B. V., Cavalcanti, George D. C. et Cruz, Rafael M. O.. 2024. « Meta-scaler: A meta-learning framework for the selection of scaling techniques ». IEEE Transactions on Neural Networks and Learning Systems.
Compte des citations dans Scopus : 2. (Sous presse)

de Amorim, Lucas B. V., Cavalcanti, George D. C. et Cruz, Rafael M. O.. 2023. « The choice of scaling technique matters for classification performance ». Applied Soft Computing, vol. 133.
Compte des citations dans Scopus : 69.

Ensina, Leandro A., de Oliveira, Luiz E. S., Cruz, Rafael M. O. et Cavalcanti, G. D. C.. 2024. « Fault distance estimation for transmission lines with dynamic regressor selection ». Neural Computing and Applications, vol. 36, nº 4. pp. 1741-1759.

Farhangian, Faramarz, Cruz, Rafael M. O. et Cavalcanti, George D. C.. 2024. « Fake news detection: Taxonomy and comparative study ». Information Fusion, vol. 103.
Compte des citations dans Scopus : 15.

Rodrigues, Walber M., Walmsley, Felipe N., Cavalcanti, George D. C. et Cruz, Rafael M. O.. 2023. « Security relevant methods of Android's API classification: A machine learning empirical evaluation ». IEEE Transactions on Computers, vol. 72, nº 11. pp. 3273-3285.
Compte des citations dans Scopus : 1.

Roy, Anandarup, Cruz, Rafael M. O., Sabourin, Robert et Cavalcanti, George D. C.. 2018. « A study on combining dynamic selection and data preprocessing for imbalance learning ». Neurocomputing, vol. 286. pp. 179-192.
Compte des citations dans Scopus : 95.

Roy, Anandarup, Cruz, Rafael M. O., Sabourin, Robert et Cavalcanti, George D. C.. 2016. « Meta-learning recommendation of default size of classifier pool for META-DES ». Neurocomputing, vol. 216. pp. 351-362.
Compte des citations dans Scopus : 11.

Souza, Mariana A., Cavalcanti, George D. C., Cruz, Rafael M. O. et Sabourin, Robert. 2019. « Online local pool generation for dynamic classifier selection ». Pattern Recognition, vol. 85. pp. 132-148.
Compte des citations dans Scopus : 21.

Souza, Mariana A., Sabourin, Robert, Cavalcanti, George D. C. et Cruz, Rafael M. O.. 2023. « OLP++: An online local classifier for high dimensional data ». Information Fusion, vol. 90. pp. 120-137.
Compte des citations dans Scopus : 7.

Souza, Mariana A., Sabourin, Robert, Cavalcanti, Geroge D. C. et Cruz, Rafael M. O.. 2024. « A dynamic multiple classifier system using graph neural network for high dimensional overlapped data ». Information Fusion, vol. 103.
Compte des citations dans Scopus : 5.

Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. et Sabourin, Robert. 2020. « A white-box analysis on the writer-independent dichotomy transformation applied to offline handwritten signature verification ». Expert Systems with Applications, vol. 154.
Compte des citations dans Scopus : 22.

Viana, Talles B., Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. et Sabourin, Robert. 2023. « A multi-task approach for contrastive learning of handwritten signature feature representations ». Expert Systems with Applications, vol. 217.
Compte des citations dans Scopus : 11.

Walmsley, Felipe N., Cavalcanti, George D. C., Sabourin, Robert et Cruz, Rafael M. O.. 2022. « An investigation into the effects of label noise on Dynamic Selection algorithms ». Information Fusion, vol. 80. pp. 104-120.
Compte des citations dans Scopus : 4.

Compte rendu de conférence

Barboza, Eduardo V. L., De Almeida, Paulo R. L., De Souza Britto, Alceu et Cruz, Rafael M. O.. 2023. « Distance functions and normalization under stream scenarios ». In International Joint Conference on Neural Networks (Gold Coast, Australia, June 18-23, 2023) Institute of Electrical and Electronics Engineers.

Cordeiro, Paulo R. G., Cavalcanti, George D. C. et Cruz, Rafael M. O.. 2023. « A post-selection algorithm for improving dynamic ensemble selection methods ». In IEEE International Conference on Systems, Man and Cybernetics (Honolulu, HI, USA, Oct. 01-04, 2023) pp. 1142-1147. Institute of Electrical and Electronics Engineers Inc..

Cruz, R. M. O., Sabourin, Robert et Cavalcanti, G. D. C.. 2014. « On meta-learning for dynamic ensemble selection ». In 2014 22nd International Conference on Pattern Recognition (ICPR) (Stockholm, Sweden, Aug. 24-28, 2014) pp. 1230-1235. Los Alamitos, CA, USA : IEEE Computer Society.
Compte des citations dans Scopus : 19.

Cruz, Rafael M. O., Cavalcanti, George D. C. et Ing Ren, Tsang. 2011. « A method for dynamic ensemble selection based on a filter and an adaptive distance to improve the quality of the regions of competence ». In International Joint Conference on Neural Networks (San Jose, CA, USA, July 31-Aug. 05, 2011) pp. 1126-1133. IEEE.
Compte des citations dans Scopus : 26.

Cruz, Rafael M. O., Cavalcanti, George D. C. et Ren, Tsang Ing. 2010. « An ensemble classifier for offline cursive character recognition using multiple feature extraction techniques ». In International Joint Conference on Neural Networks (IJCNN) (Barcelona, Spain, July 18-23, 2010) IEEE.
Compte des citations dans Scopus : 26.

Cruz, Rafael M. O., Cavalcanti, George D. C. et Ren, Tsang Ing. 2010. « Handwritten digit recognition using multiple feature extraction techniques and classifier ensemble ». In IWSSIP 2010 - 17th International Conference on Systems, Signals and Image Processing (Rio de Janeiro, Brazil, June 17-19, 2010) pp. 215-218. IWSSIP.

Cruz, Rafael M. O., Sabourin, Robert et Cavalcanti, George D. C.. 2017. « Analyzing different prototype selection techniques for dynamic classifier and ensemble selection ». In International Joint Conference on Neural Networks (Anchorage, AK, USA, May 14-19, 2017) pp. 3959-3966. IEEE.
Compte des citations dans Scopus : 19.

Cruz, Rafael M. O., Sabourin, Robert et Cavalcanti, George D. C.. 2014. « Analyzing dynamic ensemble selection techniques using dissimilarity analysis ». In Artificial Neural Networks in Pattern Recognition : 6th IAPR TC 3 International Workshop, ANNPR 2014, Montreal, QC, Canada, October 6-8, 2014. Proceedings (Montreal, QC, Canada, Oct. 6-8, 2014) Coll. « Lecture Notes in Computer Science », vol. 8774. pp. 59-70. Cham, Switzerland : Springer International Publishing.
Compte des citations dans Scopus : 11.

Cruz, Rafael M. O., Sabourin, Robert et Cavalcanti, George D. C.. 2015. « META-DES.H: A dynamic ensemble selection technique using meta-learning and a dynamic weighting approach ». In 2015 International Joint Conference on Neural Networks (IJCNN) (Killarney, Ireland, July 12-17, 2015) Piscataway, NJ, USA : IEEE.
Compte des citations dans Scopus : 31.

Cruz, Rafael M. O., Zakane, Hiba H., Sabourin, Robert et Cavalcanti, George D. C.. 2017. « Dynamic ensemble selection VS K-NN: why and when dynamic selection obtains higher classification performance? ». In Seventh International Conference on Image Processing Theory, Tools and Applications (IPTA 2017) (Montréal, QC, Canada, 28 nov. - 1er dec. 2017) Piscataway, NJ, USA : IEEE.
Compte des citations dans Scopus : 24.

Davtalab, Reza, Cruz, Rafael M. O. et Sabourin, Robert. 2022. « Dynamic ensemble selection using fuzzy hyperboxes ». In International Joint Conference on Neural Networks (IJCNN) (Padua, Italy, July 18-23, 2022) IEEE.
Compte des citations dans Scopus : 6.

de Araujo Souza, Mariana, Sabourin, Robert, da Cunha Cavalcanti, George Darmiton et Cruz, Rafael Menelau Oliveira E.. 2023. « GNN-DES: A new end-to-end dynamic ensemble selection method based on multi-label graph neural network ». In Graph-Based Representations in Pattern Recognition : 13th IAPR-TC-15 International Workshop, GbRPR, Proceedings (Vietri sul Mare, Italy, Sept. 06-08, 2023) Coll. « Lecture Notes in Computer Science », vol. 14121. pp. 59-69. Springer Science and Business Media.

Jalalian, Hesam et Cruz, Rafael M. O.. 2024. « MLRS-PDS: A Meta-learning recommendation of dynamic ensemble selection pipelines ». In International Joint Conference on Neural Networks (IJCNN) (Yokohama, Japan, June 30-July 05, 2024) Institute of Electrical and Electronics Engineers Inc..

Josi, Arthur, Alehdaghi, Mahdi, Cruz, Rafel M. O. et Granger, Eric. 2023. « Multimodal data augmentation for visual-infrared person ReID with corrupted data ». In IEEE/CVF Winter Conference on Applications of Computer Vision Workshops, WACVW (Waikoloa, HI, USA, Jan. 03-07, 2023) pp. 32-41. Institute of Electrical and Electronics Engineers Inc..
Compte des citations dans Scopus : 10.

Kiran, Madhu, Nguyen-Meidine, Le Thanh, Sahay, Rajat, Cruz, Rafael Menelau Oliveira E., Blais-Morin, Louis-Antoine et Granger, Eric. 2022. « Dynamic template selection through change detection for adaptive siamese tracking ». In International Joint Conference on Neural Networks (IJCNN) (Padua, Italy, July 18-23, 2022) IEEE.
Compte des citations dans Scopus : 1.

Kiran, Madhu, Nguyen-Meidine, Le Thanh, Sahay, Rajat, Cruz, Rafael Menelau Oliveira E., Blais-Morin, Louis-Antoine et Granger, Eric. 2022. « Generative target update for adaptive siamese tracking ». In Pattern Recognition and Artificial Intelligence : Third International Conference, ICPRAI 2022 : Proceedings, Par I (Paris, France, June 01-03, 2022) Coll. « Lecture Notes in Computer Science », vol. 13363. pp. 502-513. Springer Science and Business Media Deutschland GmbH.

M. O. Cruz, Rafael, Sabourin, Robert et Cavalcanti, George D. C.. 2018. « On dynamic ensemble selection and data preprocessing for multi-class imbalance learning ». In Proceedings of the International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI'2018) (Montréal, QC, Canada, May 13-17, 2018) pp. 189-194. CENPARMI, Concordia University.

Oliveira, D. V. R., Cavalcanti, G. D. C., Porpino, T. N., Cruz, R. M. O. et Sabourin, R.. 2018. « K-Nearest oracles borderline dynamic classifier ensemble selection ». In 2018 International Joint Conference on Neural Networks (IJCNN 2018) (Rio de Janeiro, Brazil, July 08-13, 2018) IEEE.
Compte des citations dans Scopus : 11.

Roy, Anandarup, Cruz, Rafael M. O., Sabourin, Robert et Cavalcanti, George D. C.. 2016. « Meta-regression based pool size prediction scheme for dynamic selection of classifiers ». In 23rd International Conference on Pattern Recognition (ICPR) (Cancún, México, Dec. 04-08, 2016) pp. 216-221. Piscataway, NJ, USA : IEEE.
Compte des citations dans Scopus : 7.

Souza, Mariana A., Cavalcanti, George D. C., Cruz, Rafael M. O. et Sabourin, Robert. 2019. « On evaluating the online local pool generation method for imbalance learning ». In International Joint Conference on Neural Networks (IJCNN) (Budapest, Hungary, July 14-19, 2019) Piscataway, NJ, USA : IEEE.
Compte des citations dans Scopus : 9.

Souza, Mariana A., Cavalcanti, George D. C., Cruz, Rafael M. O. et Sabourin, Robert. 2017. « On the characterization of the Oracle for dynamic classifier selection ». In International Joint Conference on Neural Networks (IJCNN) (Anchorage, AK, USA, May 08-12, 2017) pp. 332-339. IEEE.
Compte des citations dans Scopus : 11.

Souza, Mariana A., Sabourin, Robert, Cavalcanti, George D. C. et Cruz, Rafael M. O.. 2022. « Local overlap reduction procedure for dynamic ensemble selection ». In International Joint Conference on Neural Networks (IJCNN) (Padua, Italy, July 18-23, 2022) IEEE.
Compte des citations dans Scopus : 3.

Souza, Mariana A., Sabourin, Robert, Cavalcanti, George D. C. et Cruz, Rafael M. O.. 2020. « Multi-label learning for dynamic model type recommendation ». In International Joint Conference on Neural Networks (IJCNN) (Glasgow, United Kingdom, July 19-24, 2020) IEEE.
Compte des citations dans Scopus : 1.

Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. et Sabourin, Robert. 2021. « An investigation of feature selection and transfer learning for writer-independent offline handwritten signature verification ». In 25th International Conference on Pattern Recognition (ICPR) (Milan, Italy - En ligne, Jan. 10-15, 2021) pp. 1475-1482. Institute of Electrical and Electronics Engineers Inc..
Compte des citations dans Scopus : 3.

Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. et Sabourin, Robert. 2019. « Characterization of handwritten signature images in dissimilarity representation space ». In Computational Science : ICCS 2019 : 19th International Conference : Proceedings, Part III (Faro, Portugal, June 12-14, 2019) Coll. « Lecture Notes in Computer Science », vol. 11538. pp. 192-206. Springer Verlag.
Compte des citations dans Scopus : 3.

Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. et Sabourin, Robert. 2020. « Improving BPSO-based feature selection applied to offline WI handwritten signature verification through overfitting control ». In Genetic and Evolutionary Computation Conference (GECCO) (Cancun, Mexico, July 08-12, 2020) pp. 69-70. Association for Computing Machinery Inc.
Compte des citations dans Scopus : 5.

Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. et Sabourin, Robert. 2019. « On dissimilarity representation and transfer learning for offline handwritten signature verification ». In International Joint Conference on Neural Networks (IJCNN) (Budapest, Hungary, July 14-19, 2019) Piscataway, NJ, USA : IEEE.
Compte des citations dans Scopus : 6.

Viana, Talles B., Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. et Sabourin, Robert. 2022. « Contrastive learning of handwritten signature representations for writer-independent verification ». In International Joint Conference on Neural Networks (IJCNN) (Padua, Italy, July 18-23, 2022) IEEE.

Viana, Talles B., Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. et Sabourin, Robert. 2024. « Robust handwritten signature representation with continual learning of synthetic data over predefined real feature space ». In Document Analysis and Recognition - ICDAR 2024 : 18th International Conference Proceedings, Part II (Athens, Greece, Aug. 30-Sept. 04, 2024) Coll. « Lecture Notes in Computer Science », vol. 14805. pp. 233-249. Springer Science and Business Media Deutschland GmbH.

Walmsley, Felipe N., Cavalcanti, George D. C., Oliveira, Dayvid V. R., Cruz, Rafael M. O. et Sabourin, Robert. 2018. « An ensemble generation method based on instance hardness ». In 2018 International Joint Conference on Neural Networks (IJCNN) (Rio de Janeiro, Brazil, July 08-13, 2018) Piscataway, NJ, USA : IEEE.
Compte des citations dans Scopus : 10.

Mémoire ou thèse

Menelau Oliveira E. Cruz, Rafael. 2016. « Dynamic selection of ensemble of classifiers using meta-learning ». Thèse de doctorat. Montréal, École de technologie supérieure, 293 p.

Menelau Oliveira E. Cruz, Rafael. 2011. « Methods for dynamic selection and fusion of ensemble of classifiers ». Mémoire de maîtrise. Brésil, Universidade Federal de Pernambuco