Channel Increment Strategy-Based 1D Convolutional Neural Networks for Seizure Prediction Using Intracranial EEG

Channel Increment Strategy-Based 1D Convolutional Neural Networks for Seizure Prediction Using Intracranial EEG

The application of intracranial electroencephalogram (iEEG) to predict seizures remains challenging. Although channel selection has been utilized in seizure prediction and detection studies, most of them focus on the combination with conventional machine learning methods. Thus, channel selection com...

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Bibliographic Details
Main Authors: Xiaoshuang Wang, Chi Zhang, Tommi Karkkainen, Zheng Chang, Fengyu Cong
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Transactions on Neural Systems and Rehabilitation Engineering
Subjects:
Epilepsy
seizure prediction
intracranial electroencephalogram (iEEG)
convolutional neural networks (CNN)
channel increment strategy
Online Access:https://ieeexplore.ieee.org/document/9950283/

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