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 | 359 | 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 | 214 | 2015 |
Missing data imputation on the 5-year survival prediction of breast cancer patients with unknown discrete values PJ García-Laencina, PH Abreu, MH Abreu, N Afonoso Computers in biology and medicine 59, 125-133, 2015 | 198 | 2015 |
Adversarial machine learning applied to intrusion and malware scenarios: a systematic review N Martins, JM Cruz, T Cruz, PH Abreu IEEE Access 8, 35403-35419, 2020 | 188 | 2020 |
Predicting Breast Cancer Recurrence Using Machine Learning Techniques: A Systematic Review PH Abreu, MS Santos, MH Abreu, B Andrade, DC Silva ACM Computing Surveys 49 (3), 1-40, 2016 | 151 | 2016 |
Using deep learning techniques in medical imaging: a systematic review of applications on CT and PET I Domingues, G Pereira, P Martins, H Duarte, J Santos, PH Abreu Artificial Intelligence Review 53, 4093-4160, 2020 | 150 | 2020 |
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 | 87 | 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 | 65 | 2020 |
An inverted ant colony optimization approach to traffic JC Dias, P Machado, DC Silva, PH Abreu Engineering Applications of Artificial Intelligence 36, 122-133, 2014 | 62 | 2014 |
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 | 61 | 2022 |
A global taxonomy of interpretable AI: unifying the terminology for the technical and social sciences M Graziani, L Dutkiewicz, D Calvaresi, JP Amorim, K Yordanova, M Vered, ... Artificial intelligence review 56 (4), 3473-3504, 2023 | 56 | 2023 |
Denial of service attacks: Detecting the frailties of machine learning algorithms in the classification process I Frazão, PH Abreu, T Cruz, H Araújo, P Simões Critical Information Infrastructures Security: 13th International Conference …, 2019 | 54 | 2019 |
Male breast cancer: Looking for better prognostic subgroups MH Abreu, N Afonso, PH Abreu, F Menezes, P Lopes, R Henrique, ... The Breast 26, 18-24, 2016 | 53 | 2016 |
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 | 52 | 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 | 37 | 2023 |
Performance analysis in soccer: a Cartesian coordinates based approach using RoboCup data PH Abreu, J Moura, DC Silva, LP Reis, J Garganta Soft Computing-A Fusion of Foundations, Methodologies and Applications 16 (1 …, 2012 | 37 | 2012 |
How distance metrics influence missing data imputation with k-nearest neighbours MS Santos, PH Abreu, S Wilk, J Santos Pattern Recognition Letters 136, 111-119, 2020 | 36 | 2020 |
Strategy planner: Graphical definition of soccer set-plays J Cravo, F Almeida, PH Abreu, LP Reis, N Lau, L Mota Data & Knowledge Engineering 94, 110-131, 2014 | 36 | 2014 |
Evaluation of oversampling data balancing techniques in the context of ordinal classification I Domingues, JP Amorim, PH Abreu, H Duarte, J Santos | 34 | 2018 |
Bi-rads classification of breast cancer: a new pre-processing pipeline for deep models training I Domingues, PH Abreu, J Santos 2018 25th IEEE international conference on image processing (ICIP), 1378-1382, 2018 | 33 | 2018 |