Suivre
Miriam Seoane Santos
Titre
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Année
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
1752018
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
1422015
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
912016
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
372019
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
302018
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
252017
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
162015
How Distance Metrics influence Missing Data Imputation with k-Nearest Neighbours
MS Santos, PH Abreu, S Wilk, J Santos
Pattern Recognition Letters, 2020
112020
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
72020
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
52018
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
42020
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
42018
MNAR Imputation with Distributed Healthcare Data
RC Pereira, MS Santos, PP Rodrigues, PH Abreu
EPIA Conference on Artificial Intelligence, 184-195, 2019
32019
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
32018
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
32015
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
12022
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
12020
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
12020
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
12018
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
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