The performance evaluation of the state-of-the-art EEG-based seizure prediction models
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Title
The performance evaluation of the state-of-the-art EEG-based seizure prediction models
Authors
Keywords
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Journal
Frontiers in Neurology
Volume 13, Issue -, Pages -
Publisher
Frontiers Media SA
Online
2022-11-25
DOI
10.3389/fneur.2022.1016224
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Related references
Note: Only part of the references are listed.- Review on Epileptic Seizure Prediction: Machine Learning and Deep Learning Approaches
- (2022) Milind Natu et al. Computational and Mathematical Methods in Medicine
- Semisupervised Seizure Prediction in Scalp EEG Using Consistency Regularization
- (2022) Deng Liang et al. Journal of Healthcare Engineering
- Weak self-supervised learning for seizure forecasting: a feasibility study
- (2022) Yikai Yang et al. Royal Society Open Science
- Systematic analysis and comparison of commercial seizure‐detection software
- (2021) Johannes Koren et al. EPILEPSIA
- A personalized and evolutionary algorithm for interpretable EEG epilepsy seizure prediction
- (2021) Mauro. F. Pinto et al. Scientific Reports
- A Deep Fourier Neural Network for Seizure Prediction Using Convolutional Neural Network and Ratios of Spectral Power
- (2021) Peizhen Peng et al. International Journal of Neural Systems
- Edge deep learning for neural implants: a case study of seizure detection and prediction
- (2021) Xilin Liu et al. Journal of Neural Engineering
- Minireview of Epilepsy Detection Techniques Based on Electroencephalogram Signals
- (2021) Guangda Liu et al. Frontiers in Systems Neuroscience
- Interpreting deep learning models for epileptic seizure detection on EEG signals
- (2021) Valentin Gabeff et al. ARTIFICIAL INTELLIGENCE IN MEDICINE
- Acute effects of brain-responsive neurostimulation in drug-resistant partial onset epilepsy
- (2021) Søren N Rønborg et al. CLINICAL NEUROPHYSIOLOGY
- A deep learning based ensemble learning method for epileptic seizure prediction
- (2021) Syed Muhammad Usman et al. COMPUTERS IN BIOLOGY AND MEDICINE
- Seizure detection using wearable sensors and machine learning: Setting a benchmark
- (2021) Jianbin Tang et al. EPILEPSIA
- Epileptic EEG Classification by Using Time-Frequency Images for Deep Learning
- (2021) Mehmet Akif Ozdemir et al. International Journal of Neural Systems
- An integrative prediction algorithm of drug-refractory epilepsy based on combined clinical-EEG functional connectivity features
- (2021) Bin Wang et al. JOURNAL OF NEUROLOGY
- An epileptic seizure prediction model based on a time-wise attention simulation module and a pretrained ResNet
- (2021) Yating Jiang et al. METHODS
- Semi-dilated convolutional neural networks for epileptic seizure prediction
- (2021) Ramy Hussein et al. NEURAL NETWORKS
- Early Prediction of Refractory Epilepsy in Children Under Artificial Intelligence Neural Network
- (2021) Yueyan Huang et al. Frontiers in Neurorobotics
- Semi-supervised automatic seizure detection using personalized anomaly detecting variational autoencoder with behind-the-ear EEG
- (2021) Sungmin You et al. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
- Energy-Efficient Neural Network for Epileptic Seizure Prediction
- (2021) Shiqi Zhao et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
- Deep Learning of Simultaneous Intracranial and Scalp EEG for Prediction, Detection, and Lateralization of Mesial Temporal Lobe Seizures
- (2021) Zan Li et al. Frontiers in Neurology
- Automated Epileptic Seizure Detection in Pediatric Subjects of CHB-MIT EEG Database—A Survey
- (2021) J. Prasanna et al. Journal of Personalized Medicine
- Prediction of epileptic seizures based on multivariate multiscale modified-distribution entropy
- (2021) Si Thu Aung et al. PeerJ Computer Science
- Spatio-Temporal-Spectral Hierarchical Graph Convolutional Network With Semisupervised Active Learning for Patient-Specific Seizure Prediction
- (2021) Yang Li et al. IEEE Transactions on Cybernetics
- Predicting epileptic seizures using nonnegative matrix factorization
- (2020) Olivera Stojanović et al. PLoS One
- Hilbert Vibration Decomposition-based epileptic seizure prediction with neural network
- (2020) Barkın Büyükçakır et al. COMPUTERS IN BIOLOGY AND MEDICINE
- Forecasting cycles of seizure likelihood
- (2020) Philippa J. Karoly et al. EPILEPSIA
- Epileptic Seizure Detection Based on Stockwell Transform and Bidirectional Long Short-Term Memory
- (2020) Minxing Geng et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- Critical slowing down as a biomarker for seizure susceptibility
- (2020) Matias I. Maturana et al. Nature Communications
- Real-time Inference and Detection of Disruptive EEG Networks for Epileptic Seizures
- (2020) Walter Bomela et al. Scientific Reports
- Machine learning and wearable devices of the future
- (2020) Sándor Beniczky et al. EPILEPSIA
- Performance metrics for online seizure prediction
- (2020) Hsiang-Han Chen et al. NEURAL NETWORKS
- Roughness-Length Based Characteristic Analysis of Intracranial EEG and Epileptic Seizure Prediction
- (2020) Yanli Zhang et al. International Journal of Neural Systems
- Transition of brain networks from an interictal to a preictal state preceding a seizure revealed by scalp EEG network analysis
- (2019) Fali Li et al. Cognitive Neurodynamics
- Epileptic seizure detection using cross-bispectrum of electroencephalogram signal
- (2019) Naghmeh Mahmoodian et al. SEIZURE-EUROPEAN JOURNAL OF EPILEPSY
- Global, regional, and national burden of neurological disorders, 1990–2016: a systematic analysis for the Global Burden of Disease Study 2016
- (2019) Valery L Feigin et al. LANCET NEUROLOGY
- Brain-responsive neurostimulation for epilepsy (RNS® System)
- (2019) Tara L. Skarpaas et al. EPILEPSY RESEARCH
- Prediction of epilepsy seizure from multi-channel electroencephalogram by effective connectivity analysis using Granger causality and directed transfer function methods
- (2019) Mona Hejazi et al. Cognitive Neurodynamics
- Machine learning applications in epilepsy
- (2019) Bardia Abbasi et al. EPILEPSIA
- Discriminative Ratio of Spectral Power and Relative Power Features Derived via Frequency-Domain Model Ratio With Application to Seizure Prediction
- (2019) Keshab K. Parhi et al. IEEE Transactions on Biomedical Circuits and Systems
- Optimal selection of SOP and SPH using fuzzy inference system for on-line epileptic seizure prediction based on EEG phase synchronization
- (2019) Hesam Shokouh Alaei et al. AUSTRALASIAN PHYSICAL & ENGINEERING SCIENCES IN MEDICINE
- Efficient Epileptic Seizure Prediction Based on Deep Learning
- (2019) Hisham Daoud et al. IEEE Transactions on Biomedical Circuits and Systems
- Seizure Prediction in Scalp EEG Using 3D Convolutional Neural Networks With an Image-Based Approach
- (2019) Ahmet Remzi Ozcan et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- Early prediction of epileptic seizures using a long-term recurrent convolutional network
- (2019) Xiaoyan Wei et al. JOURNAL OF NEUROSCIENCE METHODS
- Epilepsy Seizure Prediction on EEG Using Common Spatial Pattern and Convolutional Neural Network
- (2019) Yuan Zhang et al. IEEE Journal of Biomedical and Health Informatics
- A Long Short-Term Memory deep learning network for the prediction of epileptic seizures using EEG signals
- (2018) Κostas Μ. Tsiouris et al. COMPUTERS IN BIOLOGY AND MEDICINE
- Epileptic Seizure Prediction Using Diffusion Distance and Bayesian Linear Discriminate Analysis on Intracranial EEG
- (2018) Shasha Yuan et al. International Journal of Neural Systems
- Convolutional neural networks for seizure prediction using intracranial and scalp electroencephalogram
- (2018) Nhan Duy Truong et al. NEURAL NETWORKS
- Integration of 24 Feature Types to Accurately Detect and Predict Seizures Using Scalp EEG Signals
- (2018) Yinda Zhang et al. SENSORS
- Epileptic Seizure Prediction Based on Permutation Entropy
- (2018) Yanli Yang et al. Frontiers in Computational Neuroscience
- Multi-day rhythms modulate seizure risk in epilepsy
- (2018) Maxime O. Baud et al. Nature Communications
- Predictability and Resetting in a Case of Convulsive Status Epilepticus
- (2018) Timothy Hutson et al. Frontiers in Neurology
- Personalized prediction model for seizure-free epilepsy with levetiracetam therapy: a retrospective data analysis using support vector machine
- (2018) Jia-hui Zhang et al. BRITISH JOURNAL OF CLINICAL PHARMACOLOGY
- Seizure prediction — ready for a new era
- (2018) Levin Kuhlmann et al. Nature Reviews Neurology
- A feature extraction technique based on tunable Q-factor wavelet transform for brain signal classification
- (2018) Hadi Ratham Al Ghayab et al. JOURNAL OF NEUROSCIENCE METHODS
- High-frequency oscillations: The state of clinical research
- (2017) Birgit Frauscher et al. EPILEPSIA
- Focal onset seizure prediction using convolutional networks
- (2017) Haidar Khan et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
- The Concept of Effective Inflow: Application to Interictal Localization of the Epileptogenic Focus From iEEG
- (2017) Ioannis Vlachos et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
- Seizure Prediction Using Undulated Global and Local Features
- (2017) Mohammad Zavid Parvez et al. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING
- EEG-Based Prediction of Epileptic Seizures Using Phase Synchronization Elicited from Noise-Assisted Multivariate Empirical Mode Decomposition
- (2017) Dongrae Cho et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- A Realistic Seizure Prediction Study Based on Multiclass SVM
- (2017) Bruno Direito et al. International Journal of Neural Systems
- Prediction and detection of seizures from simultaneous thalamic and scalp electroencephalography recordings
- (2017) Rosa Q. So et al. JOURNAL OF NEUROSURGERY
- Classification Preictal and Interictal Stages via Integrating Interchannel and Time-Domain Analysis of EEG Features
- (2016) Lung-Chang Lin et al. CLINICAL EEG AND NEUROSCIENCE
- Real-time seizure prediction using RLS filtering and interpolated histogram feature based on hybrid optimization algorithm of Bayesian classifier and Hunting search
- (2016) Morteza Behnam et al. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
- Seizure Prediction and Detection via Phase and Amplitude Lock Values
- (2016) Mark H. Myers et al. Frontiers in Human Neuroscience
- Low-Complexity Seizure Prediction From iEEG/sEEG Using Spectral Power and Ratios of Spectral Power
- (2016) Zisheng Zhang et al. IEEE Transactions on Biomedical Circuits and Systems
- Epileptic Seizure Prediction by Exploiting Spatiotemporal Relationship of EEG Signals Using Phase Correlation
- (2016) Mohammad Zavid Parvez et al. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING
- Driving the Model to Its Limit: Profile Likelihood Based Model Reduction
- (2016) Tim Maiwald et al. PLoS One
- Epileptic focus localization based on resting state interictal MEG recordings is feasible irrespective of the presence or absence of spikes
- (2015) B. Krishnan et al. CLINICAL NEUROPHYSIOLOGY
- Epileptic seizure prediction using relative spectral power features
- (2015) Mojtaba Bandarabadi et al. CLINICAL NEUROPHYSIOLOGY
- A Single-Center Experience with the NeuroPace RNS System: A Review of Techniques and Potential Problems
- (2015) Brian Lee et al. World Neurosurgery
- Epileptic seizure predictors based on computational intelligence techniques: A comparative study with 278 patients
- (2014) César Alexandre Teixeira et al. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
- Seizure detection, seizure prediction, and closed-loop warning systems in epilepsy
- (2014) Sriram Ramgopal et al. EPILEPSY & BEHAVIOR
- Forecasting Seizures in Dogs with Naturally Occurring Epilepsy
- (2014) J. Jeffry Howbert et al. PLoS One
- Slow modulations of high-frequency activity (40–140 Hz) discriminate preictal changes in human focal epilepsy
- (2014) C. Alvarado-Rojas et al. Scientific Reports
- APPLICATION OF INTRINSIC TIME-SCALE DECOMPOSITION (ITD) TO EEG SIGNALS FOR AUTOMATED SEIZURE PREDICTION
- (2013) ROSHAN JOY MARTIS et al. International Journal of Neural Systems
- Prediction of seizure likelihood with a long-term, implanted seizure advisory system in patients with drug-resistant epilepsy: a first-in-man study
- (2013) Mark J Cook et al. LANCET NEUROLOGY
- The EPILEPSIAE database: An extensive electroencephalography database of epilepsy patients
- (2012) Juliane Klatt et al. EPILEPSIA
- Seizure prediction with spectral power of EEG using cost-sensitive support vector machines
- (2011) Yun Park et al. EPILEPSIA
- Seizure Prediction and its Applications
- (2011) Leon D. Iasemidis NEUROSURGERY CLINICS OF NORTH AMERICA
- Views of patients with epilepsy on seizure prediction devices
- (2010) Andreas Schulze-Bonhage et al. EPILEPSY & BEHAVIOR
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