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DWT-Net: Seizure Detection System with Structured EEG Montage and Multiple Feature Extractor in Convolution Neural Network
Joint Authors
Zhang, Zhe
Wang, Guoxing
Ren, Yun
Sabor, Nabil
Luo, Xiaona
Li, Yongfu
Chen, Yucai
Pan, Jing
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-08-25
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
Automated seizure detection system based on electroencephalograms (EEG) is an interdisciplinary research problem between computer science and neuroscience.
Epileptic seizure affects 1% of the worldwide population and can lead to severe long-term harm to safety and life quality.
The automation of seizure detection can greatly improve the treatment of patients.
In this work, we propose a neural network model to extract features from EEG signals with a method of arranging the dimension of feature extraction inspired by the traditional method of neurologists.
A postprocessor is used to improve the output of the classifier.
The result of our seizure detection system on the TUSZ dataset reaches a false alarm rate of 12 per 24 hours with a sensitivity of 59%, which approaches the performance of average human detector based on qEEG tools.
American Psychological Association (APA)
Zhang, Zhe& Ren, Yun& Sabor, Nabil& Pan, Jing& Luo, Xiaona& Li, Yongfu…[et al.]. 2020. DWT-Net: Seizure Detection System with Structured EEG Montage and Multiple Feature Extractor in Convolution Neural Network. Journal of Sensors،Vol. 2020, no. 2020, pp.1-13.
https://search.emarefa.net/detail/BIM-1190389
Modern Language Association (MLA)
Zhang, Zhe…[et al.]. DWT-Net: Seizure Detection System with Structured EEG Montage and Multiple Feature Extractor in Convolution Neural Network. Journal of Sensors No. 2020 (2020), pp.1-13.
https://search.emarefa.net/detail/BIM-1190389
American Medical Association (AMA)
Zhang, Zhe& Ren, Yun& Sabor, Nabil& Pan, Jing& Luo, Xiaona& Li, Yongfu…[et al.]. DWT-Net: Seizure Detection System with Structured EEG Montage and Multiple Feature Extractor in Convolution Neural Network. Journal of Sensors. 2020. Vol. 2020, no. 2020, pp.1-13.
https://search.emarefa.net/detail/BIM-1190389
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1190389