Efficient epileptic seizure prediction based on deep learning

H Daoud, MA Bayoumi - IEEE transactions on biomedical …, 2019 - ieeexplore.ieee.org
prediction of the incoming seizures has a great influence on epileptic patients’ life. In this
paper, a novel patient-specific seizure prediction technique based on deep learndeep learning

A deep learning based ensemble learning method for epileptic seizure prediction

SM Usman, S Khalid, S Bashir - Computers in Biology and Medicine, 2021 - Elsevier
… We propose a deep learning based method for the prediction of epileptic seizures. Our
proposed method consists of the preprocessing of EEG signals, comprehensive feature extraction …

[Retracted] Review on Epileptic Seizure Prediction: Machine Learning and Deep Learning Approaches

M Natu, M Bachute, S Gite, K Kotecha… - … Methods in Medicine, 2022 - Wiley Online Library
… Moghim and Corne [49], in this study, illustrated an algorithm used for epilepsy prediction,
called ASPPR (advance seizure prediction via preictal relabeling). It helps the understanding …

Deep learning based efficient epileptic seizure prediction with EEG channel optimization

R Jana, I Mukherjee - Biomedical Signal Processing and Control, 2021 - Elsevier
… In this paper, an efficient seizure prediction method is proposed using raw EEG data. A
deep learning technique is used for important feature extraction from EEG data for the …

[HTML][HTML] Epileptic seizure prediction using big data and deep learning: toward a mobile system

I Kiral-Kornek, S Roy, E Nurse, B Mashford, P Karoly… - …, 2018 - thelancet.com
… We present a proof-of-concept for a seizure prediction system that … deep learning and the
TrueNorth processor can be leveraged to advance the task of patient-specific seizure prediction

Epileptic seizures prediction using deep learning techniques

SM Usman, S Khalid, MH Aslam - Ieee Access, 2020 - ieeexplore.ieee.org
… In this paper, we propose a seizure prediction method using deep learning methods. Section
II discusses the state of the art seizure prediction methods using scalp EEG data, Section III …

Deep learning for patient-independent epileptic seizure prediction using scalp EEG signals

T Dissanayake, T Fernando, S Denman… - IEEE Sensors …, 2021 - ieeexplore.ieee.org
seizure prediction. In Section III, we explain the dataset used for the study and deep learning
… In Section IV, we present the results of proposed deep learning models, and we also …

Cloud-based deep learning of big EEG data for epileptic seizure prediction

MP Hosseini, H Soltanian-Zadeh… - 2016 IEEE global …, 2016 - ieeexplore.ieee.org
… We propose a seizure prediction system for real-time big data analysis of EEG that can be
… III-B, a deep learning technique is developed using Stack Autoencoder for unsupervised …

Patient-independent epileptic seizure prediction using deep learning models

T Dissanayake, T Fernando, S Denman… - arXiv preprint arXiv …, 2020 - arxiv.org
seizure prediction. In Section III, we explain the dataset used for the study and deep learning
… In Section IV, we present the results of proposed deep learning models, and we also …

An end-to-end deep learning approach for epileptic seizure prediction

Y Xu, J Yang, S Zhao, H Wu… - 2020 2nd IEEE …, 2020 - ieeexplore.ieee.org
… We described an end-to-end CNN architecture for seizure prediction in this paper. Instead
of using more commonly seen features from the frequency domain, raw EEG signals are used …