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XAI4EEG: spectral and spatio-temporal explanation of deep learning-based seizure detection in EEG time series

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Bibliographic Details
Main Authors: Dominik, Raab, Andreas, Theissler, Myra, Spiliopoulou
Format: Book
Language:English
Published: Springer 2023
Subjects:
XAI4EEG
EEG
Online Access:https://link.springer.com/article/10.1007/s00521-022-07809-x
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8286
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spelling oai:localhost:PNK-82862023-04-25T07:13:24Z XAI4EEG: spectral and spatio-temporal explanation of deep learning-based seizure detection in EEG time series Dominik, Raab Andreas, Theissler Myra, Spiliopoulou XAI4EEG EEG CC BY In clinical practice, algorithmic predictions may seriously jeopardise patients’ health and thus are required to be validated by medical experts before a final clinical decision is met. Towards that aim, there is need to incorporate explainable artificial intelligence techniques into medical research. In the specific field of epileptic seizure detection there are several machine learning algorithms but less methods on explaining them in an interpretable way. Therefore, we introduce XAI4EEG: an application-aware approach for an explainable and hybrid deep learning-based detection of seizures in multivariate EEG time series. In XAI4EEG, we combine deep learning models and domain knowledge on seizure detection, namely (a) frequency bands, (b) location of EEG leads and (c) temporal characteristics. XAI4EEG encompasses EEG data preparation, two deep learning models and our proposed explanation module visualizing feature contributions that are obtained by two SHAP explainers, each explaining the predictions of one of the two models. 2023-04-25T07:13:24Z 2023-04-25T07:13:24Z 2022 Book https://link.springer.com/article/10.1007/s00521-022-07809-x https://dlib.phenikaa-uni.edu.vn/handle/PNK/8286 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic XAI4EEG
EEG
spellingShingle XAI4EEG
EEG
Dominik, Raab
Andreas, Theissler
Myra, Spiliopoulou
XAI4EEG: spectral and spatio-temporal explanation of deep learning-based seizure detection in EEG time series
description CC BY
format Book
author Dominik, Raab
Andreas, Theissler
Myra, Spiliopoulou
author_facet Dominik, Raab
Andreas, Theissler
Myra, Spiliopoulou
author_sort Dominik, Raab
title XAI4EEG: spectral and spatio-temporal explanation of deep learning-based seizure detection in EEG time series
title_short XAI4EEG: spectral and spatio-temporal explanation of deep learning-based seizure detection in EEG time series
title_full XAI4EEG: spectral and spatio-temporal explanation of deep learning-based seizure detection in EEG time series
title_fullStr XAI4EEG: spectral and spatio-temporal explanation of deep learning-based seizure detection in EEG time series
title_full_unstemmed XAI4EEG: spectral and spatio-temporal explanation of deep learning-based seizure detection in EEG time series
title_sort xai4eeg: spectral and spatio-temporal explanation of deep learning-based seizure detection in eeg time series
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s00521-022-07809-x
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8286
_version_ 1764177438125850624
score 8.881002

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