| Cross-Validation for Imbalanced Datasets: Avoiding Overoptimistic and Overfitting Approaches [Research Frontier] MS Santos, JP Soares, PH Abreu, H Araujo, J Santos IEEE Computational Intelligence Magazine 13 (4), 59-76, 2018 | 395 | 2018 |
| A new cluster-based oversampling method for improving survival prediction of hepatocellular carcinoma patients MS Santos, PH Abreu, PJ García-Laencina, A Simão, A Carvalho Journal of biomedical informatics 58, 49-59, 2015 | 223 | 2015 |
| Predicting Breast Cancer Recurrence Using Machine Learning Techniques: A Systematic Review PH Abreu, MS Santos, MH Abreu, B Andrade, DC Silva ACM Computing Surveys (CSUR) 49 (3), 52, 2016 | 154 | 2016 |
| Generating Synthetic Missing Data: A Review by Missing Mechanism MS Santos, RC Pereira, AF Costa, JP Soares, J Santos, PH Abreu IEEE Access 7, 11651-11667, 2019 | 96 | 2019 |
| Reviewing Autoencoders for Missing Data Imputation: Technical Trends, Applications and Outcomes RC Pereira, MS Santos, PP Rodrigues, PH Abreu Journal of Artificial Intelligence Research 69, 1255-1285, 2020 | 85 | 2020 |
| On the joint-effect of class imbalance and overlap: a critical review MS Santos, PH Abreu, N Japkowicz, A Fernández, C Soares, S Wilk, ... Artificial Intelligence Review 55 (8), 6207-6275, 2022 | 76 | 2022 |
| Missing data imputation via denoising autoencoders: the untold story AF Costa, MS Santos, JP Soares, PH Abreu Advances in Intelligent Data Analysis XVII: 17th International Symposium …, 2018 | 58 | 2018 |
| A unifying view of class overlap and imbalance: Key concepts, multi-view panorama, and open avenues for research MS Santos, PH Abreu, N Japkowicz, A Fernández, J Santos Information Fusion 89, 228-253, 2023 | 53 | 2023 |
| How Distance Metrics influence Missing Data Imputation with k-Nearest Neighbours MS Santos, PH Abreu, S Wilk, J Santos Pattern Recognition Letters, 2020 | 43 | 2020 |
| Influence of Data Distribution in Missing Data Imputation MS Santos, JP Soares, PH Abreu, H Araújo, J Santos Conference on Artificial Intelligence in Medicine in Europe, 285-294, 2017 | 35 | 2017 |
| FAWOS: Fairness-Aware Oversampling Algorithm Based on Distributions of Sensitive Attributes T Salazar, MS Santos, H Araújo, PH Abreu IEEE Access 9, 81370-81379, 2021 | 23 | 2021 |
| Simulation of cellular changes on optical coherence tomography of human retina M Santos, A Araújo, S Barbeiro, F Caramelo, A Correia, MI Marques, ... 2015 37th Annual International Conference of the IEEE Engineering in …, 2015 | 18 | 2015 |
| The impact of heterogeneous distance functions on missing data imputation and classification performance MS Santos, PH Abreu, A Fernández, J Luengo, J Santos Engineering Applications of Artificial Intelligence 111, 104791, 2022 | 16 | 2022 |
| Bone Metastases Detection in Patients with Breast Cancer: Does Bone Scintigraphy Add Information to PET/CT? J Cristo Santos, M Henriques Abreu, M Seoane Santos, H Duarte, ... The Oncologist, oyad087, 2023 | 14 | 2023 |
| Analysing the Footprint of Classifiers in Overlapped and Imbalanced Contexts M Mercier, MS Santos, PH Abreu, C Soares, JP Soares, J Santos International Symposium on Intelligent Data Analysis, 200-212, 2018 | 12 | 2018 |
| ydata-profiling: Accelerating data-centric AI with high-quality data F Clemente, GM Ribeiro, A Quemy, MS Santos, RC Pereira, A Barros Neurocomputing 554, 126585, 2023 | 10 | 2023 |
| Analysis of imbalance strategies recommendation using a meta-learning approach AJ Costa, MS Santos, C Soares, PH Abreu 7th ICML workshop on automated machine learning (AutoML-ICML2020), 1-10, 2020 | 9 | 2020 |
| Exploring the Effects of Data Distribution in Missing Data Imputation JP Soares, MS Santos, PH Abreu, H Araújo, J Santos International Symposium on Intelligent Data Analysis, 251-263, 2018 | 8 | 2018 |
| Improving the Classifier Performance in Motor Imagery Task Classification: What are the steps in the classification process that we should worry about? MS Santos, PH Abreu, G Rodríguez-Bermúdez, PJ García-Læncina International Journal of Computational Intelligence Systems 11 (1), 1278-1293, 2018 | 6 | 2018 |
| MNAR imputation with distributed healthcare data RC Pereira, MS Santos, PP Rodrigues, PH Abreu Progress in Artificial Intelligence: 19th EPIA Conference on Artificial …, 2019 | 5 | 2019 |
Pedro Henriques AbreuAssociate Professor, Department of Informatics Engineering, University of CoimbraVerified email at dei.uc.pt