Identifying relevant EEG channels for subject-independent emotion recognition using attention network layers

• Published in: Frontiers in psychiatry Vol. 16; p. 1494369
• Main Authors: Valderrama, Camilo E, Sheoran, Anshul
• Format: Journal Article
• Language: English
• Published: Switzerland Frontiers Media S.A 10.02.2025
• Subjects: affective computing; attention mechanism; deep learning; EEG signal processing; electroencephalogram; emotion recognition; Psychiatry; deep learning; affective computing; attention mechanism; emotion recognition; electroencephalogram; EEG signal processing

Electrical activity recorded with electroencephalography (EEG) enables the development of predictive models for emotion recognition. These models can be built using two approaches: subject-dependent and subject-independent. Although subject-independent models offer greater practical utility compared...