Rafael, Menelau-Cruz
Department of Software Engineering and IT
Research interests:
- Intelligent and Autonomous Systems
Research areas:
- Machine learning
- Pattern recognition
- Multiple classifier systems
- Dynamic classifier and ensemble selection
- Multimodal data fusion
- Meta-learning
- Automated machine learning (AutoML)
- Incremental learning and concept drift
- Natural language processing
- Metaheuristic optimization
- Biometrics
- Signature verification
SYS828: Systèmes biométriques
+ Original articles in refereed journals and books chapters
«Dynamic ensemble algorithm post-selection using hardness-aware oracle»Cordeiro, Paulo R. G., Cavalcanti, George D. C. and Cruz, Rafael M. O..” |
«Security relevant methods of Android\’s API classification: A machine learning empirical evaluation»Rodrigues, Walber M., Walmsley, Felipe N., Cavalcanti, George D. C. and Cruz, Rafael M. O..” |
«A multi-task approach for contrastive learning of handwritten signature feature representations»Viana, Talles B., Souza, Victor L. F., Oliveira, Adriano L. I., Cruz, Rafael M. O. and Sabourin, Robert.” |
«The choice of scaling technique matters for classification performance»de Amorim, Lucas B. V., Cavalcanti, George D. C. and Cruz, Rafael M. O..” |
«Selecting and combining complementary feature representations and classifiers for hate speech detection»Rafael M. O. Cruz, Woshington V. de Sousa, George D. C. Cavalcanti” |
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+ Papers in refereed conference proceedings
«Distance functions and normalization under stream scenarios»Barboza, Eduardo V. L., De Almeida, Paulo R. L., De Souza Britto, Alceu and Cruz, Rafael M. O..” |
«GNN-DES: A new end-to-end dynamic ensemble selection method based on multi-label graph neural network»de Araujo Souza, Mariana, Sabourin, Robert, da Cunha Cavalcanti, George Darmiton and Cruz, Rafael Menelau Oliveira E..” |
«Multimodal data augmentation for visual-infrared person ReID with corrupted data»Josi, Arthur, Alehdaghi, Mahdi, Cruz, Rafel M. O. and Granger, Eric.” |
«Generative target update for\xa0adaptive siamese tracking»Madhu Kiran, Le Thanh Nguyen-Meidine, Rajat Sahay, Rafael Menelau Oliveira E. Cruz, Louis-Antoine Blais-Morin, Eric Granger” |
«An investigation of feature selection and transfer learning for writer-independent offline handwritten signature verification»Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin” |
Rafael
Menelau-Cruz
Research & Innovation
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