Rafael Meneleau Cruz

Rafael Meneleau Cruz
Professeur
Office A-2744
Presentation

Département de génie logiciel et des TI

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
Publications: article

Publications: article

Publications: conference_item
Proceedings of the International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI'2018)
Publications: conference_item
International Joint Conference on Neural Networks (IJCNN)
Publications: article

Publications: conference_item
25th International Conference on Pattern Recognition (ICPR 2020)
Publications: conference_item
25th International Conference on Pattern Recognition (ICPR)
Publications: conference_item
Genetic and Evolutionary Computation Conference (GECCO)
Publications: article

Courses and support services

Courses

SYS828 Systèmes biométriques (Winter 2022)
LOG645 Architectures de calculs parallèles (Fall 2021)

Assistance to students

Mémoire à 30 crédits

    Co-directed by: Menelau Oliveira Cruz, Rafael
    Identification des dialectes arabes avec la sélection dynamique de classifieurs, by Thibault,Pierre-Marc.
    Fall 2021

    Co-directed by: Menelau Oliveira Cruz, Rafael
    Ré-identification de personnes par fusion de données de provenances multiples, by Josi,Arthur.
    Fall 2022

    Co-directed by: Menelau Oliveira Cruz, Rafael
    Gated Information Fusion Networks for Person Re-Identification, by Remigereau,Félix.
    Summer 2022

    The detection of fake news using natural language processing (NLP) and dynamic classifire selection method, by Farhangian,Faramarz.
    Fall 2022

Thèse de doctorat (recherche appliquée)

    Co-directed by: Sabourin, Robert
    Dynamic Ensemble/Classifier Selection using Fuzzy Min-Max Hyperboxes, by Davtalab,Reza.
    Summer 2022

    Co-directed by: Menelau Oliveira Cruz, Rafael
    Multi Modal Person Re-identification using Context Based Information Fusion, by Alehdaghi,Mahdi.
    Fall 2022

Publications
Peer-reviewed article published in a refereed journal (4)

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

Felipe N. Walmsley, George D. C. Cavalcanti, Robert Sabourin, Rafael M. O. Cruz. 2022. « An investigation into the effects of label noise on Dynamic Selection algorithms ». Information Fusion. vol. 80 p. 104-120.

Rafael M. O. Cruz, Luiz G. Hafemann, Robert Sabourin, George D. C. Cavalcanti. 2020. « DESlib: A dynamic ensemble selection library in python ». Journal of Machine Learning Research. vol. 21 5 p.

Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin. 2020. « A white-box analysis on the writer-independent dichotomy transformation applied to offline handwritten signature verification ». Expert Systems with Applications. vol. 154 15 p.

Conference proceeding (5)

Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin. 2021. « An investigation of feature selection and transfer learning for writer-independent offline handwritten signature verification ». 25th International Conference on Pattern Recognition (ICPR 2020) (En ligne, Jan. 10-15, 2021)

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

Victor L. F. Souza, Adriano L. I. Oliveira, Rafael M. O. Cruz, Robert Sabourin. 2020. « An investigation of feature selection and transfer learning for writer-independent offline handwritten signature verification ». 25th International Conference on Pattern Recognition (ICPR) (Milan, Italy - En ligne, Jan. 10-15, 2021) p. 1475-1482. Institute of Electrical and Electronics Engineers Inc..

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

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

Awards and honors