A long short-term memory deep learning network for the prediction of epileptic seizures using EEG signals

ΚΜ Tsiouris, VC Pezoulas, M Zervakis… - Computers in biology …, 2018 - Elsevier
seizure. In this work, Long Short-Term Memory (LSTM) networks are introduced in epileptic
seizure … the use of deep learning algorithms with convolutional neural networks (CNN). A pre-…

Early prediction of epileptic seizures using a long-term recurrent convolutional network

X Wei, L Zhou, Z Zhang, Z Chen, Y Zhou - Journal of neuroscience …, 2019 - Elsevier
… In this study, the LSTM network and CNN were combined to create a spatiotemporal
deep learning model for predicting epileptic seizures. The process used to construct the …

[HTML][HTML] Automatic detection of various epileptic seizures from EEG signal using deep learning networks

S Sheykhivand, S Meshgini, Z Mousavi - Computational Intelligence in …, 2020 - isee.ui.ac.ir
… identification of epileptic episodes. In this paper, a deep convolutional network with eight
convolutional layers and two fully-connected layers is provided to learn the characteristics …

[HTML][HTML] Epileptic seizures detection using deep learning techniques: a review

A Shoeibi, M Khodatars, N Ghassemi, M Jafari… - International journal of …, 2021 - mdpi.com
… In this study, a comprehensive overview of works focused on automated epileptic seizure
[57] used the AlexNet network to diagnose focal epileptic seizures. This proposed network

Epileptic seizures prediction using deep learning techniques

SM Usman, S Khalid, MH Aslam - Ieee Access, 2020 - ieeexplore.ieee.org
… this preictal state of a seizure but an effective prediction in terms … a seizure prediction system
that employs deep learning … ; using convolution neural network and classification with the …

Machine learning for predicting epileptic seizures using EEG signals: A review

K Rasheed, A Qayyum, J Qadir… - IEEE reviews in …, 2020 - ieeexplore.ieee.org
… that specifically cover epilepsy seizure prediction using EEG … of ML methods for predicting
epileptic seizures. For instance, … deep learning network for the prediction of epileptic seizures

Detection of epileptic seizure using pretrained deep convolutional neural network and transfer learning

HS Nogay, H Adeli - European neurology, 2021 - karger.com
… for the detection of epileptic seizures. However, many of … learning model is presented for
detection of epileptic seizure … neural network (CNN) and the concept of transfer learning. The …

An overview of deep learning techniques for epileptic seizures detection and prediction based on neuroimaging modalities: Methods, challenges, and future works

A Shoeibi, P Moridian, M Khodatars… - Computers in biology …, 2022 - Elsevier
… systems (CADS) based on deep learning (DL) and neuroimaging … epileptic seizures detection
and prediction using neuroimaging modalities. First, DL-based CADS for epileptic seizures

Efficient epileptic seizure prediction based on deep learning

H Daoud, MA Bayoumi - IEEE transactions on biomedical …, 2019 - ieeexplore.ieee.org
… of the convolutional neural network in extracting … network in expecting the incidence of
seizures earlier than the current methods. A semi-supervised approach based on transfer learning

[HTML][HTML] Epileptic seizure prediction using successive variational mode decomposition and transformers deep learning network

X Wu, T Zhang, L Zhang, L Qiao - Frontiers in Neuroscience, 2022 - frontiersin.org
… As one of the most common neurological disorders, epilepsy causes great physical and …
seizures make the prediction necessary. In this paper, a novel approach for epileptic seizure