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

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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Bibliographic Details
Main Authors: Javid Farhadi Sedehi, Nader Jafarnia Dabanloo, Keivan Maghooli, Ali Sheikhani
Format: Article
Language:English
Published: Elsevier 2025-01-01
Series:Heliyon
Subjects:
Coupling EEG-ECG
Convolutional neural network (CNN)
Effective connectivity
Emotion recognition
Transfer learning
Online Access:http://www.sciencedirect.com/science/article/pii/S2405844025001471
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