A Novel Deep Neural Network for Robust Detection of Seizures Using EEG Signals

• Published in: Computational and mathematical methods in medicine Vol. 2020; no. 2020; pp. 1 - 9
• Main Authors: Zhang, Guokai, Peng, Yonghong, Zhang, Xiaodong, Jiang, Xiaolu, Wang, Wenfeng, Zhao, Wenbing, Zhao, Wei, Zhang, Baocan
• Format: Journal Article
• Language: English
• Published: Cairo, Egypt Hindawi Publishing Corporation 2020; Hindawi
• Subjects: Algorithms; Computational Biology; Databases, Factual - statistics & numerical data; Deep Learning; Diagnosis, Computer-Assisted - statistics & numerical data; Electroencephalography - statistics & numerical data; Humans; Models, Neurological; Models, Statistical; Neural Networks, Computer; Nonlinear Dynamics; Seizures - classification; Seizures - diagnosis; Signal Processing, Computer-Assisted

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...