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)…
Probabilistic Object Classification using CNN ML-MAP layers
G. Melotti, C. Premebida, J. J. Bird +2
Deep networks are currently the state-of-the-art for sensory perception in autonomous driving and robotics. However, deep models often generate overconfident predictions precluding…