41 citations · 75 across the 22 of their papers we have counts for
3 papers · 1 filter
Survey on Deep Fuzzy Systems in regression applications: a view on interpretability
Jorge S. S. Júnior, Jérôme Mendes, Francisco Souza +1
Regression problems have been more and more embraced by deep learning (DL) techniques. The increasing number of papers recently published in this domain, including surveys and revi…
High-Order Conditional Mutual Information Maximization for dealing with High-Order Dependencies in Feature Selection
Francisco Souza, Cristiano Premebida, Rui Araújo
This paper presents a novel feature selection method based on the conditional mutual information (CMI). The proposed High Order Conditional Mutual Information Maximization (HOCMIM)…
Reducing Overconfidence Predictions for Autonomous Driving Perception
Gledson Melotti, Cristiano Premebida, Jordan J. Bird +2
In state-of-the-art deep learning for object recognition, SoftMax and Sigmoid functions are most commonly employed as the predictor outputs. Such layers often produce overconfident…