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Develop an emotion recognition system using jointly connectivity between electroencephalogram and electrocardiogram signals

This study pioneers an innovative approach to improve the accuracy and dependability of emotion recognition (ER) systems by integrating electroencephalogram (EEG) with electrocardiogram (ECG) data. We propose a novel method of estimating effective connectivity (EC) to capture the dynamic interplay b...

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Autors principals: Javid Farhadi Sedehi, Nader Jafarnia Dabanloo, Keivan Maghooli, Ali Sheikhani
Format: Artigo
Idioma:Inglês
Publicat: Elsevier 2025-01-01
Col·lecció:Heliyon
Matèries:
Coupling EEG-ECG
Convolutional neural network (CNN)
Effective connectivity
Emotion recognition
Transfer learning
Accés en línia:http://www.sciencedirect.com/science/article/pii/S2405844025001471
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