| 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 | 175 | 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 | 142 | 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 | 91 | 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 | 37 | 2019 |
| Missing Data Imputation via Denoising Autoencoders: The Untold Story AF Costa, MS Santos, JP Soares, PH Abreu International Symposium on Intelligent Data Analysis, 87-98, 2018 | 30 | 2018 |
| 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 | 25 | 2017 |
| 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 | 16 | 2015 |
| How Distance Metrics influence Missing Data Imputation with k-Nearest Neighbours MS Santos, PH Abreu, S Wilk, J Santos Pattern Recognition Letters, 2020 | 11 | 2020 |
| 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 | 7 | 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 | 5 | 2018 |
| Analysis of imbalance strategies recommendation using a meta-learning approach AJ Costa, MS Santos, C Soares, PH Abreu AutoML 2020: 7th ICML Workshop on Automated Machine Learning (AutoML), 2020 | 4 | 2020 |
| 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 | 4 | 2018 |
| MNAR Imputation with Distributed Healthcare Data RC Pereira, MS Santos, PP Rodrigues, PH Abreu EPIA Conference on Artificial Intelligence, 184-195, 2019 | 3 | 2019 |
| 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 | 3 | 2018 |
| Maxwell's equations based 3d model of light scattering in the retina M Santos, A Araújo, S Barbeiro, F Caramelo, A Correia, MI Marques, ... 2015 IEEE 4th Portuguese Meeting on Bioengineering (ENBENG), 1-5, 2015 | 3 | 2015 |
| 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, 1-69, 2022 | 1 | 2022 |
| Assessing the Impact of Distance Functions on K-Nearest Neighbours Imputation of Biomedical Datasets MS Santos, PH Abreu, S Wilk, J Santos International Conference on Artificial Intelligence in Medicine, 486-496, 2020 | 1 | 2020 |
| Bone scintigraphy and PET-CT: A necessary alliance for bone metastasis detection in breast cancer? JC Santos, MH Abreu, MS Santos, H Duarte, T Alpoim, S Sousa, ... Journal of Clinical Oncology 38 (15_suppl), e13070-e13070, 2020 | 1 | 2020 |
| The role of computer programming as a partner in the English classroom S Costa, M Santos, P Abreu, T Pessoa, A Gomes EdMedia+ Innovate Learning, 1113-1122, 2018 | 1 | 2018 |
| 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 | | 2022 |
Pedro Henriques AbreuDepartment of Informatics Engineering, University of CoimbraAdresse e-mail validée de dei.uc.pt
