A Novel Deep Neural Network for Robust Detection of Seizures Using EEG Signals
Joint Authors
Wang, Wenfeng
Zhao, Wenbing
Peng, Yonghong
Zhang, Guokai
Zhang, Baocan
Zhao, Wei
Jiang, Xiaolu
Zhang, Xiaodong
Source
Computational and Mathematical Methods in Medicine
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-04-07
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
The detection of recorded epileptic seizure activity in electroencephalogram (EEG) segments is crucial for the classification of seizures.
Manual recognition is a time-consuming and laborious process that places a heavy burden on neurologists, and hence, the automatic identification of epilepsy has become an important issue.
Traditional EEG recognition models largely depend on artificial experience and are of weak generalization ability.
To break these limitations, we propose a novel one-dimensional deep neural network for robust detection of seizures, which composes of three convolutional blocks and three fully connected layers.
Thereinto, each convolutional block consists of five types of layers: convolutional layer, batch normalization layer, nonlinear activation layer, dropout layer, and max-pooling layer.
Model performance is evaluated on the University of Bonn dataset, which achieves the accuracy of 97.63%∼99.52% in the two-class classification problem, 96.73%∼98.06% in the three-class EEG classification problem, and 93.55% in classifying the complicated five-class problem.
American Psychological Association (APA)
Zhao, Wei& Zhao, Wenbing& Wang, Wenfeng& Jiang, Xiaolu& Zhang, Xiaodong& Peng, Yonghong…[et al.]. 2020. A Novel Deep Neural Network for Robust Detection of Seizures Using EEG Signals. Computational and Mathematical Methods in Medicine،Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1139681
Modern Language Association (MLA)
Zhao, Wei…[et al.]. A Novel Deep Neural Network for Robust Detection of Seizures Using EEG Signals. Computational and Mathematical Methods in Medicine No. 2020 (2020), pp.1-9.
https://search.emarefa.net/detail/BIM-1139681
American Medical Association (AMA)
Zhao, Wei& Zhao, Wenbing& Wang, Wenfeng& Jiang, Xiaolu& Zhang, Xiaodong& Peng, Yonghong…[et al.]. A Novel Deep Neural Network for Robust Detection of Seizures Using EEG Signals. Computational and Mathematical Methods in Medicine. 2020. Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1139681
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1139681