Neurology

Seizures

Latest AI and machine learning research in seizures for healthcare professionals.

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A Real-Time Health 4.0 Framework with Novel Feature Extraction and Classification for Brain-Controlled IoT-Enabled Environments.

In this letter, we propose two novel methods for four-class motor imagery (MI) classification using ...

Aug 2019 31393827
Exploiting Graphoelements and Convolutional Neural Networks with Long Short Term Memory for Classification of the Human Electroencephalogram.

The electroencephalogram (EEG) is a cornerstone of neurophysiological research and clinical neurolog...

Aug 2019 31388101
Epilepsy Seizure Prediction on EEG Using Common Spatial Pattern and Convolutional Neural Network.

Epilepsy seizure prediction paves the way of timely warning for patients to take more active and eff...

Aug 2019 31395568
Reachability Analysis of Neural Masses and Seizure Control Based on Combination Convolutional Neural Network.

Epileptic seizures arise from synchronous firing of multiple spatially separated neural masses; ther...

Aug 2019 31576767
Epileptic Seizure Detection with EEG Textural Features and Imbalanced Classification Based on EasyEnsemble Learning.

Imbalance data classification is a challenging task in automatic seizure detection from electroencep...

Jul 2019 31505978
Quantitative EEG reactivity and machine learning for prognostication in hypoxic-ischemic brain injury.

OBJECTIVE: Electroencephalogram (EEG) reactivity is a robust predictor of neurological recovery afte...

Jul 2019 31419742
Intracortical neural activity distal to seizure-onset-areas predicts human focal seizures.

The apparent unpredictability of epileptic seizures has a major impact in the quality of life of peo...

Jul 2019 31329587
Is it possible to detect cerebral dominance via EEG signals by using deep learning?

Each brain hemisphere is dominant for certain functions such as speech. The determination of speech ...

Jul 2019 31443748
Efficient Epileptic Seizure Prediction Based on Deep Learning.

Epilepsy is one of the world's most common neurological diseases. Early prediction of the incoming s...

Jul 2019 31331897
Depression recognition using machine learning methods with different feature generation strategies.

The diagnosis of depression almost exclusively depends on doctor-patient communication and scale ana...

Jul 2019 31606115
Correlation-based channel selection and regularized feature optimization for MI-based BCI.

Multi-channel EEG data are usually necessary for spatial pattern identification in motor imagery (MI...

Jul 2019 31326660
A fast machine learning approach to facilitate the detection of interictal epileptiform discharges in the scalp electroencephalogram.

BACKGROUND: Finding interictal epileptiform discharges (IEDs) in the EEG is a part of diagnosing epi...

Jul 2019 31310822
Prediction of epileptic seizures with convolutional neural networks and functional near-infrared spectroscopy signals.

There have been different efforts to predict epileptic seizures and most of them are based on the an...

Jul 2019 31323603
Identifying signal-dependent information about the preictal state: A comparison across ECoG, EEG and EKG using deep learning.

BACKGROUND: The inability to reliably assess seizure risk is a major burden for epilepsy patients an...

Jul 2019 31300348
Automated spectrographic seizure detection using convolutional neural networks.

PURPOSE: Non-convulsive seizures are common in critically ill patients, and delays in diagnosis cont...

Jul 2019 31325819
Exploring Douglas-Peucker Algorithm in the Detection of Epileptic Seizure from Multicategory EEG Signals.

Discovering the concealed patterns of Electroencephalogram (EEG) signals is a crucial part in effici...

Jul 2019 31360715
Bypassing the volume conduction effect by multilayer neural network for effective connectivity estimation.

Differentiation of real interactions between different brain regions from spurious ones has been a c...

Jul 2019 31273576
Learning-based classification of valence emotion from electroencephalography.

The neuroimaging research field has been revolutionized with the development of human cognitive func...

Jul 2019 31215829
Comparison of machine learning models for seizure prediction in hospitalized patients.

OBJECTIVE: To compare machine learning methods for predicting inpatient seizures risk and determine ...

Jun 2019 31353866
Dynamics reconstruction and classification via Koopman features.

Knowledge discovery and information extraction of large and complex datasets has attracted great att...

Jun 2019 32728345
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