Recording brain activity while listening to music using wearable EEG devices combined with Bidirectional Long Short-Term Memory Networks

Recording brain activity while listening to music using wearable EEG devices combined with Bidirectional Long Short-Term Memory Networks

Electroencephalography (EEG) signals are crucial for investigating brain function and cognitive processes. This study aims to address the challenges of efficiently recording and analyzing high-dimensional EEG signals while listening to music to recognize emotional states. We propose a method combini...

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Bibliographic Details
Main Authors: Jingyi Wang, Zhiqun Wang, Guiran Liu
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Alexandria Engineering Journal
Subjects:
EEG signal processing
Bi-LSTM
Attention mechanisms
Emotion recognition
Wearable EEG devices
Online Access:http://www.sciencedirect.com/science/article/pii/S1110016824008652
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http://www.sciencedirect.com/science/article/pii/S1110016824008652

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