Journal Articles
2019(1 publication)
[publication]Miriam Seoane Santos and Ricardo Cardoso Pereira and Costa, A. and Soares, J.P. and Santos, J. and Pedro Henriques Abreu , "Generating Synthetic Missing Data: A Review by Missing Mechanism", IEEE Access,  vol. 7,  pp. 11651-11667, 2019

2018(2 publications)
[publication]Miriam Seoane Santos and Pedro Henriques Abreu and , G.R. and Gárcia-Laencina, P.J. , "Improving the Classifier Performance in Motor Imagery Task Classification: What are the steps in the classification process that we should worry about?",  International Journal of Computational Intelligence Systems,  vol. 11,  pp. 1278-1293, 2018

[publication]Miriam Seoane Santos and Soares, J.P. and Pedro Henriques Abreu and Araújo, H. and Santos, J. , "Cross-Validation for Imbalanced Datasets: Avoiding Overoptimistic and Overfitting Approaches", IEEE Computational Intelligence Magazine,  vol. 13,  pp. 59-76, 2018

2016(1 publication)
[publication]Pedro Henriques Abreu and Miriam Seoane Santos and Abreu, M.H. and Daniel Castro Silva , " Predicting Breast Cancer Recurrence Using Machine Learning Techniques: A Systematic Review", ACM Computing Surveys (CSUR),  vol. 49,  pp. 1-40, 2016

2015(1 publication)
[publication]Miriam Seoane Santos and Pedro Henriques Abreu and Gárcia-Laencina, P.J. and Simão, A. and Carvalho, A. , " A new cluster-based oversampling method for improving survival prediction of hepatocellular carcinoma patients ", Journal of Biomedical Informatics,  vol. 58,  pp. 49-59, 2015

Conference Articles
2019(1 publication)
[publication]Ricardo Cardoso Pereira and Miriam Seoane Santos and Rodrigues, P.P. and Pedro Henriques Abreu , "MNAR Imputation with Distributed Healthcare Data", in 19th EPIA Conference on Artificial Intelligence, 2019

2018(4 publications)
[publication]Costa, S. and Miriam Seoane Santos and Pedro Henriques Abreu and Pessoa, T. and Gomes, A. , "The role of computer programming as a partner in the English classroom", in EdMedia: World Conference on Educational Media and Technology, pp.1113-1122, 2018

[publication]Soares, J.P. and Miriam Seoane Santos and Pedro Henriques Abreu and Araújo, H. and Santos, J. , "Exploring the Effects of Data Distribution in Missing Data Imputation", in International Symposium on Intelligent Data Analysis, pp. 251-263, 2018

[publication]Mercier, M. and Miriam Seoane Santos and Pedro Henriques Abreu and Soares, C. and Soares, J.P. and Santos, J. , "Analysing the footprint of classifiers in overlapped and imbalanced contexts", in International Symposium on Intelligent Data Analysis, pp. 200-212, 2018

[publication]Costa, A. and Miriam Seoane Santos and Soares, J.P. and Pedro Henriques Abreu , "Missing Data Imputation via Denoising Autoencoders: the untold story", in International Symposium on Intelligent Data Analysis, pp. 87-98, 2018

2017(1 publication)
[publication]Miriam Seoane Santos and Soares, J.P. and Pedro Henriques Abreu and Santos, J. , " Influence of Data Distribution in Missing Data Imputation", in Artificial Intelligence in Medicine in Europe (AIME), 2017