Deep Learning of Simultaneous Intracranial and Scalp EEG for Prediction, Detection, and Lateralization of Mesial Temporal Lobe Seizures

Deep Learning of Simultaneous Intracranial and Scalp EEG for Prediction, Detection, and Lateralization of Mesial Temporal Lobe Seizures

In people with drug resistant epilepsy (DRE), seizures are unpredictable, often occurring with little or no warning. The unpredictability causes anxiety and much of the morbidity and mortality of seizures. In this work, 102 seizures of mesial temporal lobe onset were analyzed from 19 patients with D...

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Bibliographic Details
Main Authors: Zan Li, Madeline Fields, Fedor Panov, Saadi Ghatan, Bülent Yener, Lara Marcuse
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-11-01
Series:Frontiers in Neurology
Subjects:
intracranial and scalp EEG
deep neural networks
LSTM (long short term memory networks)
seizure lateralization
seizure prediction
convolutional neural networks
Online Access:https://www.frontiersin.org/articles/10.3389/fneur.2021.705119/full

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https://www.frontiersin.org/articles/10.3389/fneur.2021.705119/full

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