Manuela Guerreiro

According to our database, Manuela Guerreiro authored at least 8 papers between 2013 and 2020.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2020

Targeting the uncertainty of predictions at patient-level using an ensemble of classifiers coupled with calibration methods, Venn-ABERS, and Conformal Predictors: A case study in AD.

Telma Pereira, Sandra Cardoso, Manuela Guerreiro, Alexandre de Mendonça, Sara C. Madeira, Alzheimer's Disease Neuroimaging Initiative

J. Biomed. Informatics, 2020

2018

Neuropsychological predictors of conversion from mild cognitive impairment to Alzheimer's disease: a feature selection ensemble combining stability and predictability.

Telma Pereira, Francisco L. Ferreira, Sandra Cardoso, Dina Silva, Alexandre de Mendonça, Manuela Guerreiro, Sara C. Madeira

BMC Medical Informatics Decis. Mak., 2018

Ensemble learning with Conformal Predictors: Targeting credible predictions of conversion from Mild Cognitive Impairment to Alzheimer's Disease.

Telma Pereira, Sandra Cardoso, Dina Silva, Manuela Guerreiro, Alexandre de Mendonça, Sara C. Madeira

CoRR, 2018

2017

Predicting progression of mild cognitive impairment to dementia using neuropsychological data: a supervised learning approach using time windows.

Telma Pereira, Luís Lemos, Sandra Cardoso, Dina Silva, Ana Rodrigues, Isabel Santana, Alexandre de Mendonça, Manuela Guerreiro, Sara C. Madeira

BMC Medical Informatics Decis. Mak., 2017

Towards Trustworthy Predictions of Conversion from Mild Cognitive Impairment to Dementia: A Conformal Prediction Approach.

Telma Pereira, Sandra Cardoso, Dina Silva, Alexandre de Mendonça, Manuela Guerreiro, Sara C. Madeira

Proceedings of the 11th International Conference on Practical Applications of Computational Biology & Bioinformatics, 2017

Improving Prognostic Prediction from Mild Cognitive Impairment to Alzheimer's Disease Using Genetic Algorithms.

Francisco L. Ferreira, Sandra Cardoso, Dina Silva, Manuela Guerreiro, Alexandre de Mendonça, Sara C. Madeira

Proceedings of the 11th International Conference on Practical Applications of Computational Biology & Bioinformatics, 2017

Towards a reliable prediction of conversion from Mild Cognitive Impairment to Alzheimer's Disease: stepwise learning using time windows.

Telma Pereira, Alexandre de Mendonça, Francisco L. Ferreira, Sara C. Madeira, Manuela Guerreiro

Proceedings of the 1st ACM Workshop on Medical Informatics and Healthcare, 2017

2013

Class Imbalance in the Prediction of Dementia from Neuropsychological Data.

Cecília Nunes, Dina Silva, Manuela Guerreiro, Alexandre de Mendonça, Alexandra M. Carvalho, Sara C. Madeira

Proceedings of the Progress in Artificial Intelligence, 2013