Epilepsy EEG Seizure Prediction Based on the Combination of Graph Convolutional Neural Network Combined with Long- and Short-Term Memory Cell Network

Epilepsy EEG Seizure Prediction Based on the Combination of Graph Convolutional Neural Network Combined with Long- and Short-Term Memory Cell Network

With the increasing research of deep learning in the EEG field, it becomes more and more important to fully extract the characteristics of EEG signals. Traditional EEG signal classification prediction neither considers the topological structure between the electrodes of the signal collection device...

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Bibliographic Details
Main Authors: Zhejun Kuang, Simin Liu, Jian Zhao, Liu Wang, Yunkai Li
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Applied Sciences
Subjects:
EEG signal
epilepsy seizure prediction
graph convolutional neural network
long- and short-term memory cells
GCN-LSTM
Online Access:https://www.mdpi.com/2076-3417/14/24/11569
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