Neurology

Seizures

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

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Multi-modal Integration Analysis of Alzheimer's Disease Using Large Language Models and Knowledge Graphs

We propose a novel framework for integrating fragmented multi-modal data in Alzheimer's disease (A...

QSVM-QNN: Quantum Support Vector Machine Based Quantum Neural Network Learning Algorithm for Brain-Computer Interfacing Systems

A brain-computer interface (BCI) system enables direct communication between the brain and externa...

A CNN-based approach for detecting eye blink episodes in EEG signals.

This study aims to develop and evaluate a convolutional neural network (CNN)-based architecture for ...

May 2025 40328273
Translational approach for dementia subtype classification using convolutional neural network based on EEG connectome dynamics.

Dementia spectrum disorders, characterized by progressive cognitive decline, pose a significant glob...

May 2025 40389648
Predicting Placebo Responses Using EEG and Deep Convolutional Neural Networks: Correlations with Clinical Data Across Three Independent Datasets.

Identifying likely placebo responders can help design more efficient clinical trials by stratifying ...

May 2025 40389790
Commonality and individuality based graph learning network for EEG emotion recognition.

The interplay between individual differences and shared human characteristics significantly impacts ...

May 2025 40327373
Electroencephalography estimates brain age in infants with high precision: Leveraging advanced machine learning in healthcare.

Changes in the pace of neurodevelopment are key indicators of atypical maturation during early life....

May 2025 40216216
Adaptive control for multi-scale stochastic dynamical systems with stochastic next generation reservoir computing

The rapid advancement of neuroscience and machine learning has established data-driven stochastic ...

Domain-generalized Deep Learning for Improved Subject-independent Emotion Recognition Based on Electroencephalography.

Electroencephalography (EEG) provides high temporal resolution and noninvasiveness for a range of pr...

May 2025 40364497
Bipartite Graph Adversarial Network for Subject-Independent Emotion Recognition.

Emotions play a vital role in connecting and sharing with others. However, individuals with emotiona...

May 2025 40366846
Realistic Subject-Specific Simulation of Resting State Scalp EEG Based on Physiological Model.

Electroencephalography (EEG) recordings are widely used in neuroscience to identify healthy individu...

May 2025 40358723
Predicting antiseizure medication response in newly diagnosed epilepsy using quantitative EEG and machine learning.

BACKGROUND: Predicting long-term outcomes in newly diagnosed epilepsy remains limited by reliance on...

May 2025 40382856
The contribution of the locus coeruleus - norepinephrine system to the coupling between pupil-linked arousal and cortical state.

Understanding how pupil-linked arousal couples with cortical state is crucial for uncovering the neu...

May 2025 40463220
Revolutionizing sleep disorder diagnosis: A Multi-Task learning approach optimized with genetic and Q-Learning techniques.

Adequate sleep is crucial for maintaining a healthy lifestyle, and its deficiency can lead to variou...

May 2025 40360656
Automated seizure detection in epilepsy using a novel dynamic temporal-spatial graph attention network.

Epilepsy is a neurological disorder characterized by recurrent seizures caused by excessive electric...

May 2025 40355495
A Computational Approach to Epilepsy Treatment: An AI-optimized Global Natural Product Prescription System

Epilepsy is a prevalent neurological disease with millions of patients worldwide. Many patients ha...

Long-Term Neonatal EEG Modeling with DSP and ML for Grading Hypoxic-Ischemic Encephalopathy Injury.

Hypoxic-Ischemic Encephalopathy (HIE) occurs in patients who experience a decreased flow of blood an...

May 2025 40431802
Deep Learning for EEG-Based Visual Classification and Reconstruction: Panorama, Trends, Challenges and Opportunities.

Deep learning has significantly enhanced the research on the emerging issue of Electroencephalogram ...

May 2025 40343828
Enhanced Graph Attention Network by Integrating Transformer for Epileptic EEG Identification.

Electroencephalography signal classification is essential for the diagnosis and monitoring of neurol...

May 2025 40346731
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