Search Results for author: Juan Manuel Mayor-Torres

Found 2 papers, 2 papers with code

Evaluation of Interpretability for Deep Learning algorithms in EEG Emotion Recognition: A case study in Autism

1 code implementation25 Nov 2021 Juan Manuel Mayor-Torres, Sara Medina-DeVilliers, Tessa Clarkson, Matthew D. Lerner, Giuseppe Riccardi

This study is the first to consolidate a more transparent feature-relevance calculation for a successful EEG-based facial emotion recognition using a within-subject-trained CNN in typically-developed and ASD individuals.

EEG EEG Emotion Recognition +3

Interpretable SincNet-based Deep Learning for Emotion Recognition from EEG brain activity

1 code implementation18 Jul 2021 Juan Manuel Mayor-Torres, Mirco Ravanelli, Sara E. Medina-DeVilliers, Matthew D. Lerner, Giuseppe Riccardi

This result is consistent with recent neuroscience studies on emotion recognition, which found an association between these band suppressions and the behavioral deficits observed in individuals with ASD.

EEG Emotion Recognition

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