People
Miriam Seoane Santos
Address
University of CoimbraDept. of Informatics Engineering
Pólo II, Pinhal de Marrocos
3030-290 Coimbra, Portugal
Other Info:
Google Scholar Profile: scholar.google.pt/citations?user=isaI6u8AAAAJ&hl=pt-PT
Member
Cognitive and Media SystemsResearch interests
Pattern Recognition and Personalised Medicine: imbalanced data, missing data, data difficultyfactors, machine learning, data complexity, data mining, information analysis, biomedical
applications, medical informatics, clinical decision support, patient-oriented decision models,
oncological diseases.
Affiliation
CISUC, Department of Informatics Engineering, University of Coimbra: Cognitive andMedia Systems (CMS) Group
IPO-Porto Research Centre (CI-IPOP): Medical Physics, Radiobiology and Radiation
Protection Group
National Projects
Early-stage cancer treatment, driven by context of molecular imaging (ESTIMA)
Early-stage cancer treatment, driven by context of molecular imaging (ESTIMA)
Journal Articles
2019
(1 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, 2019 [ DOI ]
2018
(2 publications)- 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
- 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 [ DOI ]
2016
(1 publication)2015
(1 publication)Conference Articles
2019
(1 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 [ DOI ]
2018
(4 publications)- 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
- 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
- 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
- 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