Dr. W.J. (Wilson) dos Santos Silva

Assistant Professor
AI Technology for Life

For all publications, please check: https://scholar.google.com/citations?user=1zNm7HsAAAAJ&hl
 

Publications

2023

Scholarly publications

Ferreira, G., Teixeira, M., Belo, R., Silva, W., & Cardoso, J. S. (2023). Deep Learning Strategies For Rare Drug Mechanism of Action Prediction. In 2023 International Joint Conference on Neural Networks (IJCNN) IEEE. https://doi.org/10.1109/ijcnn54540.2023.10191437
Silva, D., Agrotis, G., Beets-Tan, R., Teixeira, L. F., & Silva, W. (2023). Attention-Based Regularisation for Improved Generalisability in Medical Multi-Centre Data. 1412-1417. Paper presented at 2023 International Conference on Machine Learning and Applications (ICMLA). https://doi.org/10.1109/ICMLA58977.2023.00213
Corbetta, V., Beets-Tan, R., & Silva, W. (2023). Interpretability-Guided Data Augmentation for Robust Segmentation in Multi-centre Colonoscopy Data. In X. Cao, X. Xu, I. Rekik, Z. Cui, & X. Ouyang (Eds.), Machine Learning in Medical Imaging (1 ed., pp. 330-340). (Lecture Notes in Computer Science; Vol. 14348 ). Springer. https://doi.org/10.1007/978-3-031-45673-2_33
https://dspace.library.uu.nl/bitstream/handle/1874/436455/978-3-031-45673-2_33.pdf?sequence=1

2022

Scholarly publications

Montenegro, H., Silva, W., Gaudio, A., Fredrikson, M., Smailagic, A., & Cardoso, J. S. (2022). Privacy-Preserving Case-Based Explanations: Enabling Visual Interpretability by Protecting Privacy. IEEE Access, 10, 28333 - 28347. https://doi.org/10.1109/ACCESS.2022.3157589

2020

Scholarly publications

Cardoso, J. S., Silva, W., & Cardoso, M. J. (2020). Evolution, current challenges, and future possibilities in the objective assessment of aesthetic outcome of breast cancer locoregional treatment. The Breast, 49, 123-130. https://doi.org/10.1016/j.breast.2019.11.006

2019

Scholarly publications

Silva, W., Fernandes, K., & Cardoso, J. S. (2019). How to produce complementary explanations using an Ensemble Model. In 2019 International Joint Conference on Neural Networks, IJCNN 2019 Article 8852409 (Proceedings of the International Joint Conference on Neural Networks; Vol. 2019-July). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IJCNN.2019.8852409

2018

Scholarly publications

Silva, W., Fernandes, K., Cardoso, M. J., & Cardoso, J. S. (2018). Towards complementary explanations using deep neural networks. In Z. Taylor, M. Reyes, M. J. Cardoso, C. A. Silva, D. Stoyanov, L. Maier-Hein, S. Pereira, S. M. Kia, I. Oguz, B. Landman, A. Martel, E. Duchesnay, T. Lofstedt, A. F. Marquand, & R. Meier (Eds.), Understanding and Interpreting Machine Learning in Medical Image Computing Applications - First International Workshops MLCN 2018, DLF 2018, and iMIMIC 2018, Held in Conjunction with MICCAI 2018, Proceedings (pp. 133-140). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 11038 LNCS). Springer. https://doi.org/10.1007/978-3-030-02628-8_15
Silva, W., Pinto, J. R., & Cardoso, J. S. (2018). A Uniform Performance Index for Ordinal Classification with Imbalanced Classes. In 2018 International Joint Conference on Neural Networks, IJCNN 2018 - Proceedings Article 8489327 (Proceedings of the International Joint Conference on Neural Networks; Vol. 2018-July). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IJCNN.2018.8489327