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General and patient-specific seizure classification using deep neural networks

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Bibliographic Details
Main Authors: Yasmin M., Massoud, Mennatallah, Abdelzaher, Levin, Kuhlmann
Format: Book
Language:English
Published: Springer 2023
Subjects:
EEG
TCNNs
Online Access:https://link.springer.com/article/10.1007/s10470-023-02153-z
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8030
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spelling oai:localhost:PNK-80302023-04-18T03:29:12Z General and patient-specific seizure classification using deep neural networks Yasmin M., Massoud Mennatallah, Abdelzaher Levin, Kuhlmann EEG TCNNs CC BY Seizure prediction algorithms have been central in the field of data analysis for the improvement of epileptic patients’ lives. The most recent advancements of which include the use of deep neural networks to present an optimized, accurate seizure prediction system. This work puts forth deep learning methods to automate the process of epileptic seizure detection with electroencephalogram (EEG) signals as input; both a patient-specific and general approach are followed. EEG signals are time structure series motivating the use of sequence algorithms such as temporal convolutional neural networks (TCNNs), and long short-term memory networks. We then compare this methodology to other prior pre-implemented structures, including our previous work for seizure prediction using machine learning approaches support vector machine and random under-sampling boost. 2023-04-18T03:29:12Z 2023-04-18T03:29:12Z 2023 Book https://link.springer.com/article/10.1007/s10470-023-02153-z https://dlib.phenikaa-uni.edu.vn/handle/PNK/8030 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic EEG
TCNNs
spellingShingle EEG
TCNNs
Yasmin M., Massoud
Mennatallah, Abdelzaher
Levin, Kuhlmann
General and patient-specific seizure classification using deep neural networks
description CC BY
format Book
author Yasmin M., Massoud
Mennatallah, Abdelzaher
Levin, Kuhlmann
author_facet Yasmin M., Massoud
Mennatallah, Abdelzaher
Levin, Kuhlmann
author_sort Yasmin M., Massoud
title General and patient-specific seizure classification using deep neural networks
title_short General and patient-specific seizure classification using deep neural networks
title_full General and patient-specific seizure classification using deep neural networks
title_fullStr General and patient-specific seizure classification using deep neural networks
title_full_unstemmed General and patient-specific seizure classification using deep neural networks
title_sort general and patient-specific seizure classification using deep neural networks
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s10470-023-02153-z
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8030
_version_ 1763543256863342592
score 8.8894005

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