A graph convolutional neural network for the automated detection of seizures in the neonatal EEG

Computer Methods and Programs in Biomedicine(2022)

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摘要
•For the first time a graph neural network is proposed to detect neonatal seizures.•Both functional and spatial connections among the EEG channels were explored.•The model has the advantage of relying only on temporal annotations.•The model achieved high performance in comparison to the published methods.
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关键词
Electroencephalography,Neonatal Seizure Detection,Deep Learning,Graph Neural Network,Functional Connectivity
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