| 2021 | IDA | Partially Monotonic Learning for Neural Networks. | Joana Trindade, Joo Vinagre, Kelwin Fernandes, Nuno Paiva, Alpio Jorge |
| 2019 | IBPRIA | Towards a Joint Approach to Produce Decisions and Explanations Using CNNs. | Isabel Rio-Torto, Kelwin Fernandes, Lus F. Teixeira |
| 2019 | IJCNN | How to produce complementary explanations using an Ensemble Model. | Wilson Silva, Kelwin Fernandes, Jaime S. Cardoso |
| 2019 | WiMob | A Machine Learning Based Quality of Service Estimator for Aerial Wireless Networks. | Eduardo Nuno Almeida, Kelwin Fernandes, Francisco Andrade, Pedro Moreira da Silva, Rui Campos, Manuel Ricardo |
| 2018 | IJCNN | Ordinal Image Segmentation using Deep Neural Networks. | Kelwin Fernandes, Jaime S. Cardoso |
| 2018 | IJCNN | Deep Image Segmentation by Quality Inference. | Kelwin Fernandes, Ricardo P. M. Cruz, Jaime S. Cardoso |
| 2018 | MICCAI | Towards Complementary Explanations Using Deep Neural Networks. | Wilson Silva, Kelwin Fernandes, Maria Joo Cardoso, Jaime S. Cardoso |
| 2017 | IBPRIA | Ordinal Class Imbalance with Ranking. | Ricardo P. M. Cruz, Kelwin Fernandes, Joaquim F. Pinto da Costa, Mara Prez-Ortiz, Jaime S. Cardoso |
| 2017 | IBPRIA | Automated Detection and Categorization of Genital Injuries Using Digital Colposcopy. | Kelwin Fernandes, Jaime S. Cardoso, Birgitte Schmidt Astrup |
| 2017 | IBPRIA | Transfer Learning with Partial Observability Applied to Cervical Cancer Screening. | Kelwin Fernandes, Jaime S. Cardoso, Jessica Fernandes |
| 2017 | IWANN | Constraining Type II Error: Building Intentionally Biased Classifiers. | Ricardo P. M. Cruz, Kelwin Fernandes, Joaquim F. Pinto da Costa, Jaime S. Cardoso |
| 2017 | IWANN | Combining Ranking with Traditional Methods for Ordinal Class Imbalance. | Ricardo P. M. Cruz, Kelwin Fernandes, Joaquim F. Pinto da Costa, Mara Prez-Ortiz, Jaime S. Cardoso |
| 2017 | IWANN | Fine-to-Coarse Ranking in Ordinal and Imbalanced Domains: An Application to Liver Transplantation. | Mara Prez-Ortiz, Kelwin Fernandes, Ricardo P. M. Cruz, Jaime S. Cardoso, Javier Briceo, Csar Hervs-Martnez |
| 2016 | IJCNN | Tackling class imbalance with ranking. | Ricardo P. M. Cruz, Kelwin Fernandes, Jaime S. Cardoso, Joaquim F. Pinto da Costa |
| 2016 | IJCNN | Learning and ensembling lexicographic preference trees with multiple kernels. | Kelwin Fernandes, Jaime S. Cardoso, Hctor Palacios |
| 2015 | EPIA | A Proactive Intelligent Decision Support System for Predicting the Popularity of Online News. | Kelwin Fernandes, Pedro Vinagre, Paulo Cortez |
| 2015 | IBPRIA | Temporal Segmentation of Digital Colposcopies. | Kelwin Fernandes, Jaime S. Cardoso, Jessica Fernandes |
| 2014 | ICIP | Pavement pathologies classification using graph-based features. | Kelwin Fernandes, Lucian Ciobanu |
| 2012 | MIG | A*mbush Family: A* Variations for Ambush Behavior and Path Diversity Generation. | Kelwin Fernandes, Glebys Gonzlez, Carolina Chang |