Neurology

Seizures

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

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Deep learning for the diagnosis of mesial temporal lobe epilepsy.

OBJECTIVE: This study aimed to enable the automatic detection of the hippocampus and diagnose mesial...

Feb 2023 36821567
Neural stochastic differential equations network as uncertainty quantification method for EEG source localization.

EEG source localization remains a challenging problem given the uncertain conductivity values of the...

Feb 2023 36368029
An attention-based deep learning approach for the classification of subjective cognitive decline and mild cognitive impairment using resting-state EEG.

. This study aims to design and implement the first deep learning (DL) model to classify subjects in...

Feb 2023 36745929
Leveraging Multiple Distinct EEG Training Sessions for Improvement of Spectral-Based Biometric Verification Results.

Most studies on EEG-based biometry recognition report results based on signal databases, with a limi...

Feb 2023 36850654
Recent Advances in the Applications of Additive Manufacturing (3D Printing) in Drug Delivery: A Comprehensive Review.

There has been a tremendous increase in the investigations of three-dimensional (3D) printing for bi...

Feb 2023 36759435
Classification of Motor Imagery EEG Signals Based on Data Augmentation and Convolutional Neural Networks.

In brain-computer interface (BCI) systems, motor imagery electroencephalography (MI-EEG) signals are...

Feb 2023 36850530
Mutual Information-Driven Subject-Invariant and Class-Relevant Deep Representation Learning in BCI.

In recent years, deep learning-based feature representation methods have shown a promising impact on...

Feb 2023 34357871
Cognitive Depression Detection Cyber-Medical System Based on EEG Analysis and Deep Learning Approaches.

Long-term depression and negative emotional cycles affect life quality and work productivity. Howeve...

Feb 2023 35994549
A Spatiotemporal Graph Attention Network Based on Synchronization for Epileptic Seizure Prediction.

Accurate early prediction of epileptic seizures can provide timely treatment for patients. Previous ...

Feb 2023 36355719
EEG emotion recognition using improved graph neural network with channel selection.

BACKGROUND AND OBJECTIVE: Emotion classification tasks based on electroencephalography (EEG) are an ...

Feb 2023 36745954
An Efficient Machine Learning-Based Emotional Valence Recognition Approach Towards Wearable EEG.

Emotion artificial intelligence (AI) is being increasingly adopted in several industries such as hea...

Jan 2023 36772295
Precise Discrimination for Multiple Etiologies of Dementia Cases Based on Deep Learning with Electroencephalography.

INTRODUCTION: It is critical to develop accurate and universally available biomarkers for dementia d...

Jan 2023 36657428
Extracting a Novel Emotional EEG Topographic Map Based on a Stacked Autoencoder Network.

Emotion recognition based on brain signals has increasingly become attractive to evaluate human's in...

Jan 2023 36714412
Cross-task cognitive workload recognition using a dynamic residual network with attention mechanism based on neurophysiological signals.

BACKGROUND AND OBJECTIVE: Evaluation of human cognitive workload (CW) helps improve the user experie...

Jan 2023 36682107
Prediction of Tinnitus Treatment Outcomes Based on EEG Sensors and TFI Score Using Deep Learning.

Tinnitus is a hearing disorder that is characterized by the perception of sounds in the absence of a...

Jan 2023 36679693
Dual-Modal Information Bottleneck Network for Seizure Detection.

In recent years, deep learning has shown very competitive performance in seizure detection. However,...

Jan 2023 36599663
An AI-Inspired Spatio-Temporal Neural Network for EEG-Based Emotional Status.

The accurate identification of the human emotional status is crucial for an efficient human-robot in...

Jan 2023 36617098
A novel ANN adaptive Riemannian-based kernel classification for motor imagery.

More recently, a number of studies show the interest of the use of the Riemannian geometry in EEG cl...

Dec 2022 36535004
Emotion Detection Using Deep Normalized Attention-Based Neural Network and Modified-Random Forest.

In the contemporary world, emotion detection of humans is procuring huge scope in extensive dimensio...

Dec 2022 36616823
An efficient deep learning framework for P300 evoked related potential detection in EEG signal.

BACKGROUND: Incorporating the time-frequency localization properties of Gabor transform (GT), the co...

Dec 2022 36586179
Hybrid fuzzy deep neural network toward temporal-spatial-frequency features learning of motor imagery signals.

Achieving an efficient and reliable method is essential to interpret a user's brain wave and deliver...

Dec 2022 36567362
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