Neurology

Seizures

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

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Showing 2521-2541 of 4,550 articles
Knowledge-guided EEG Representation Learning.

Self-supervised learning has produced impressive results in multimedia domains of audio, vision and ...

Jul 2024 40039591
An Explainable Transfer Learning Method for EEG-based Seizure Type Classification.

Epilepsy, traditionally conceptualized as a neurological disorder characterized by a persistent incl...

Jul 2024 40039604
Bi-hemisphere Interaction Convolutional Neural Network for Motor Imagery Classification.

Decoding EEG-based, Motor Imagery Brain-Computer Interfaces (MI-BCI) in a subject-independent manner...

Jul 2024 40039626
Transformer-Based Wavelet-Scalogram Deep Learning for Improved Seizure Pattern Recognition in Post-Hypoxic-Ischemic Fetal Sheep EEG.

Hypoxic-ischemic (HI) events in newborns can trigger seizures, which are highly associated with late...

Jul 2024 40039656
Enhancing Epileptic Seizure Detection with Random Input Selection in Graph-Wave Networks.

Graph neural networks show strong capability of learning spatial relationships between channels. In ...

Jul 2024 40039673
LightIED: Explainable AI with Light CNN for Interictal Epileptiform Discharge Detection.

Interictal epileptic discharge (IED) detection from electroencephalography (EEG) is an important but...

Jul 2024 40039682
Reconstruction of Continuous Hand Grasp Movement from EEG Using Deep Learning.

Brain-Computer Interface (BCI) is a promising neu-rotechnology offering non-muscular control of exte...

Jul 2024 40039684
Machine Learning Approach for Music Familiarity Classification with Single-Channel EEG.

Recognition of familiar music on brainwaves through machine learning (ML) can be instrumental in inn...

Jul 2024 40039722
Detecting Post-Stroke Aphasia Via Brain Responses to Speech in a Deep Learning Framework.

Aphasia, a language disorder primarily caused by a stroke, is traditionally diagnosed using behavior...

Jul 2024 40039757
Enhancing sleep stage classification with 2-class stratification and permutation-based channel selection.

We present a method that uses a convolutional neural network (CNN) called EEGNeX to extract and clas...

Jul 2024 40039811
Automated Intraoperative Visual Detection of Pediatric Epileptogenic Brain Lesions Using a Machine Learning Classifier.

450,000 children with epilepsy in the United States suffer lifelong disability and are at risk of su...

Jul 2024 40039835
Identifying Reproducibly Important EEG Markers of Schizophrenia with an Explainable Multi-Model Deep Learning Approach.

The diagnosis of schizophrenia (SZ) can be challenging due to its diverse symptom presentation. As s...

Jul 2024 40039893
Resource-Efficient Continual Learning for Personalized Online Seizure Detection.

Epilepsy, a major neurological disease, requires careful diagnosis and treatment. However, the detec...

Jul 2024 40039936
Deep Residual Neural Networks for Spatial EEG Source Imaging.

EEG source imaging is an indispensable tool for non-invasive study of brain function. Existing metho...

Jul 2024 40039938
EEG-GMACN: Interpretable EEG Graph Mutual Attention Convolutional Network.

Electroencephalogram (EEG) is a valuable technique to record brain electrical activity through elect...

Jul 2024 40039972
Diagnosing Suicidal Ideation from Resting State EEG Data Using a Machine Learning Algorithm.

Suicide poses a global health crisis with significant social and economic impact. Prevention may be ...

Jul 2024 40039997
Interictal Epileptiform Discharge Detection Using Time-Frequency Analysis and Transfer Learning.

Interictal epileptiform discharges (IEDs) are electrophysiological events that intermittently occur ...

Jul 2024 40040010
Baseline-Guided Representation Learning for Noise-Robust EEG Signal Classification.

Brain-computer interfaces (BCIs) suffer from limited accuracy due to noisy electroencephalography (E...

Jul 2024 40040096
HRV-based Monitoring of Neonatal Seizures with Machine Learning.

With the rapid development of machine learning (ML) in biomedical signal processing, ML-based neonat...

Jul 2024 40040111
Domain-Incremental Learning Framework for Continual Motor Imagery EEG Classification Task.

Due to inter-subject variability in electroencephalogram (EEG) signals, the generalization ability o...

Jul 2024 40040208
Brain states analysis of EEG predicts multiple sclerosis and mirrors disease duration and burden

Background: Any treatment of multiple sclerosis should preserve mental function, considering how c...

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