Dependency network methods for Hierarchical Multi-label Classification of gene functions. - Fabio Fabris; Alex Alves Freitas (CIDM, 2014)

An Efficient Algorithm for Hierarchical Classification of Protein and Gene Functions. - Fabio Fabris; Alex Alves Freitas (DEXA Workshops, 2014)

A Novel Extended Hierarchical Dependence Network Method Based on Non-hierarchical Predictive Classes and Applications to Ageing-Related Data. - Fabio Fabris; Alex Alves Freitas (ICTAI, 2015)

New KEGG pathway-based interpretable features for classifying ageing-related mouse proteins. - Fabio Fabris; Alex Alves Freitas (Bioinform., 2016)

An Extensive Empirical Comparison of Probabilistic Hierarchical Classifiers in Datasets of Ageing-Related Genes. - Fabio Fabris; Alex Alves Freitas; Jennifer M. A. Tullet (IEEE ACM Trans. Comput. Biol. Bioinform., 2016)

A Situation-Aware Fear Learning (SAFEL) model for robots. - Caroline Rizzi Raymundo; Colin G. Johnson; Fabio Fabris; Patrícia A. Vargas (Neurocomputing, 2017)

New probabilistic graphical models and meta-learning approaches for hierarchical classification, with applications in bioinformatics and ageing. - Fabio Fabris (2017)

Meta-Learning for Recommending Metaheuristics for the MaxSAT Problem. - Enrico S. Miranda; Fabio Fabris; Chrystian G. M. Nascimento; Alex Alves Freitas; Alexandre C. M. Oliveira (BRACIS, 2018)

A new approach for interpreting Random Forest models and its application to the biology of ageing. - Fabio Fabris; Aoife Doherty; Daniel Palmer; João Pedro de Magalhães; Alex Alves Freitas (Bioinform., 2018)

Analysing the Overfit of the Auto-sklearn Automated Machine Learning Tool. - Fabio Fabris; Alex Alves Freitas (LOD, 2019)

Comparing enrichment analysis and machine learning for identifying gene properties that discriminate between gene classes. - Fabio Fabris; Daniel Palmer; João Pedro de Magalhães; Alex Alves Freitas (Briefings Bioinform., 2020)

Using deep learning to associate human genes with age-related diseases. - Fabio Fabris; Daniel Palmer; Khalid M. Salama; João Pedro de Magalhães; Alex Alves Freitas (Bioinform., 2020)

A Novel Feature Selection Method for Uncertain Features: An Application to the Prediction of Pro-/Anti-Longevity Genes. - Pablo Nascimento da Silva; Alexandre Plastino 001; Fabio Fabris; Alex Alves Freitas (IEEE ACM Trans. Comput. Biol. Bioinform., 2021)