Contextual Mixture of Experts: Integrating Knowledge into Predictive Modeling

no code implementations • 1 Nov 2022 • Francisco Souza, Tim Offermans, Ruud Barendse, Geert Postma, Jeroen Jansen

This work proposes a new data-driven model devised to integrate process knowledge into its structure to increase the human-machine synergy in the process industry.

Survey on Deep Fuzzy Systems in regression applications: a view on interpretability

no code implementations • 9 Sep 2022 • Jorge S. S. Júnior, Jérôme Mendes, Francisco Souza, Cristiano Premebida

However, many DL methodologies have complex structures that are not readily transparent to human users.

Explainable artificial intelligence regression

High-Order Conditional Mutual Information Maximization for dealing with High-Order Dependencies in Feature Selection

no code implementations • 18 Jul 2022 • Francisco Souza, Cristiano Premebida, Rui Araújo

The proposed High Order Conditional Mutual Information Maximization (HOCMIM) incorporates high order dependencies into the feature selection procedure and has a straightforward interpretation due to its bottom-up derivation.

feature selection Vocal Bursts Intensity Prediction