A Model for EEG-Based Emotion Recognition: CNN-Bi-LSTM with Attention Mechanism

A Model for EEG-Based Emotion Recognition: CNN-Bi-LSTM with Attention Mechanism

Emotion analysis is the key technology in human–computer emotional interaction and has gradually become a research hotspot in the field of artificial intelligence. The key problems of emotion analysis based on EEG are feature extraction and classifier design. The existing methods of emotion analysis...

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Bibliographic Details
Main Authors: Zhentao Huang, Yahong Ma, Rongrong Wang, Weisu Li, Yongsheng Dai
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Electronics
Subjects:
convolutional neural network (CNN)
electroencephalograph (EEG)
bi-directional long short-term memory (Bi-LSTM)
attention mechanism
emotion signal recognition
Online Access:https://www.mdpi.com/2079-9292/12/14/3188

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https://www.mdpi.com/2079-9292/12/14/3188

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