Epileptic Seizure Detection Based on Path Signature and Bi-LSTM Network With Attention Mechanism

Epileptic Seizure Detection Based on Path Signature and Bi-LSTM Network With Attention Mechanism

Automatic seizure detection using electroen-cephalogram (EEG) can significantly expedite the diagnosis of epilepsy, thereby facilitating prompt treatment and reducing the risk of future seizures and associated complications. While most existing EEG-based epilepsy detection studies employ deep learni...

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Bibliographic Details
Main Authors: Yixuan Tang, Qianyi Wu, Haifeng Mao, Lihua Guo
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Transactions on Neural Systems and Rehabilitation Engineering
Subjects:
Seizure detection
path signature
bi-directional LSTM
attention mechanism
deep learning
Online Access:https://ieeexplore.ieee.org/document/10381774/

Internet

https://ieeexplore.ieee.org/document/10381774/

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