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Multimodal insights into granger causality connectivity: Integrating physiological signals and gated eye-tracking data for emotion recognition using convolutional neural network

This study introduces a groundbreaking method to enhance the accuracy and reliability of emotion recognition systems by combining electrocardiogram (ECG) with electroencephalogram (EEG) data, using an eye-tracking gated strategy. Initially, we propose a technique to filter out irrelevant portions of...

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Principais autores: Javid Farhadi Sedehi, Nader Jafarnia Dabanloo, Keivan Maghooli, Ali Sheikhani
Formato: Artigo
Idioma:Inglês
Publicado em: Elsevier 2024-08-01
coleção:Heliyon
Assuntos:
Convolutional neural network (CNN)
Effective connectivity
EEG-ECG
Eye-tracking data
Emotion recognition
Acesso em linha:http://www.sciencedirect.com/science/article/pii/S2405844024124425
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