International Journal of Neural Systems

Papers
(The median citation count of International Journal of Neural Systems is 3. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-11-01 to 2024-11-01.)
ArticleCitations
An Experimental Review on Deep Learning Architectures for Time Series Forecasting272
A Multi-Objective Evolutionary Approach Based on Graph-in-Graph for Neural Architecture Search of Convolutional Neural Networks86
A Layered Spiking Neural System for Classification Problems66
Epileptic EEG Classification by Using Time-Frequency Images for Deep Learning64
Epileptic Seizure Prediction Using Deep Transformer Model50
A Hybrid-Domain Deep Learning-Based BCI For Discriminating Hand Motion Planning From EEG Sources49
Machine Learning Algorithms and Statistical Approaches for Alzheimer’s Disease Analysis Based on Resting-State EEG Recordings: A Systematic Review43
A Deep Fourier Neural Network for Seizure Prediction Using Convolutional Neural Network and Ratios of Spectral Power43
Edge Detection Method Based on Nonlinear Spiking Neural Systems39
A Time Series Forecasting Approach Based on Nonlinear Spiking Neural Systems39
Graph Attention Network with Focal Loss for Seizure Detection on Electroencephalography Signals38
Automated Adult Epilepsy Diagnostic Tool Based on Interictal Scalp Electroencephalogram Characteristics: A Six-Center Study36
Deep Learning for EEG Seizure Detection in Preterm Infants35
Patient-Independent Seizure Detection Based on Channel-Perturbation Convolutional Neural Network and Bidirectional Long Short-Term Memory32
Arbitrary Scale Super-Resolution for Medical Images31
An Attention-Aware Long Short-Term Memory-Like Spiking Neural Model for Sentiment Analysis30
Deep Convolution Generative Adversarial Network-Based Electroencephalogram Data Augmentation for Post-Stroke Rehabilitation with Motor Imagery30
Detection of Trees on Street-View Images Using a Convolutional Neural Network28
Impact of Machine Learning Pipeline Choices in Autism Prediction From Functional Connectivity Data28
Deep Learning Methods for Multi-Channel EEG-Based Emotion Recognition27
Uncertainty-Guided Voxel-Level Supervised Contrastive Learning for Semi-Supervised Medical Image Segmentation27
Epileptic Seizure Prediction Using Deep Neural Networks Via Transfer Learning and Multi-Feature Fusion27
Time–Frequency Decomposition of Scalp Electroencephalograms Improves Deep Learning-Based Epilepsy Diagnosis26
An Efficient Semi-Supervised Framework with Multi-Task and Curriculum Learning for Medical Image Segmentation25
A Prediction Model Based on Gated Nonlinear Spiking Neural Systems25
Modeling Emerging Interpersonal Synchrony and its Related Adaptive Short-Term Affiliation and Long-Term Bonding: A Second-Order Multi-Adaptive Neural Agent Model25
Concurrent Prediction of Finger Forces Based on Source Separation and Classification of Neuron Discharge Information24
Electroencephalography-Derived Prognosis of Functional Recovery in Acute Stroke Through Machine Learning Approaches23
Classification of Epileptic EEG Signals Using Synchrosqueezing Transform and Machine Learning23
On the Tuning of the Computation Capability of Spiking Neural Membrane Systems with Communication on Request22
Self-Adaptive Particle Swarm Optimization-Based Echo State Network for Time Series Prediction22
Channel Selection for Optimal EEG Measurement in Motor Imagery-Based Brain-Computer Interfaces22
The Automatic Detection of Seizure Based on Tensor Distance And Bayesian Linear Discriminant Analysis21
Evolution-Communication Spiking Neural P Systems21
Optimization of Model Training Based on Iterative Minimum Covariance Determinant In Motor-Imagery BCI21
Personalized EEG Feature Selection for Low-Complexity Seizure Monitoring20
A Transformer-Embedded Multi-Task Model for Dose Distribution Prediction20
One-Dimensional Convolutional Neural Networks Combined with Channel Selection Strategy for Seizure Prediction Using Long-Term Intracranial EEG20
Neural Networks with Emotion Associations, Topic Modeling and Supervised Term Weighting for Sentiment Analysis19
Feature Selection Combining Filter and Wrapper Methods for Motor-Imagery Based Brain–Computer Interfaces19
Parallel Binary Image Cryptosystem Via Spiking Neural Networks Variants19
A Neurorobotic Embodiment for Exploring the Dynamical Interactions of a Spiking Cerebellar Model and a Robot Arm During Vision-Based Manipulation Tasks19
Motor Intention Decoding from the Upper Limb by Graph Convolutional Network Based on Functional Connectivity19
Classification of Low and High Schizotypy Levels via Evaluation of Brain Connectivity19
Enzymatic Numerical Spiking Neural Membrane Systems and their Application in Designing Membrane Controllers19
Compact Convolutional Neural Network with Multi-Headed Attention Mechanism for Seizure Prediction19
Both Cross-Patient and Patient-Specific Seizure Detection Based on Self-Organizing Fuzzy Logic18
Corticomuscular and Intermuscular Coupling in Simple Hand Movements to Enable a Hybrid Brain–Computer Interface18
LieToMe: An Ensemble Approach for Deception Detection from Facial Cues18
A Knowledge-Based Deep Learning Architecture for Aspect-Based Sentiment Analysis17
A Method based on Evolutionary Algorithms and Channel Attention Mechanism to Enhance Cycle Generative Adversarial Network Performance for Image Translation17
Automatic Seizure Identification from EEG Signals Based on Brain Connectivity Learning17
On Spiking Neural Membrane Systems with Neuron and Synapse Creation16
A Conditional Generative Adversarial Network and Transfer Learning-Oriented Anomaly Classification System for Electrospun Nanofibers16
Spiking Neural P Systems with Astrocytes Producing Calcium16
Fractal Dimension Feature as a Signature of Severity in Disorders of Consciousness: An EEG Study16
Roughness-Length-Based Characteristic Analysis of Intracranial EEG and Epileptic Seizure Prediction15
Control of Transcranial Direct Current Stimulation Duration by Assessing Functional Connectivity of Near-Infrared Spectroscopy Signals15
VPNET: Variable Projection Networks15
A Robust 3D-Convolutional Neural Network-Based Electroencephalogram Decoding Model for the Intra-Individual Difference14
Decoding Color Visual Working Memory from EEG Signals Using Graph Convolutional Neural Networks14
Optimization of Neuroprosthetic Vision via End-to-End Deep Reinforcement Learning14
A Class-Imbalance Aware and Explainable Spatio-Temporal Graph Attention Network for Neonatal Seizure Detection14
Dendrite P Systems Toolbox: Representation, Algorithms and Simulators14
Dual-Modal Information Bottleneck Network for Seizure Detection14
Enhancing Multimodal Patterns in Neuroimaging by Siamese Neural Networks with Self-Attention Mechanism13
Emotion Classification from EEG with a Low-Cost BCI Versus a High-End Equipment13
Mixture 2D Convolutions for 3D Medical Image Segmentation13
Detection of Alzheimer’s Dementia by Using Signal Decomposition and Machine Learning Methods13
Hybrid Attention Network for Epileptic EEG Classification13
An Evolutionary Attention-Based Network for Medical Image Classification13
Evaluation of Brain Functional Connectivity from Electroencephalographic Signals Under Different Emotional States13
Six-Center Assessment of CNN-Transformer with Belief Matching Loss for Patient-Independent Seizure Detection in EEG13
Affective Action and Interaction Recognition by Multi-View Representation Learning from Handcrafted Low-Level Skeleton Features12
Diagnosis of Autism Disorder Based on Deep Network Trained by Augmented EEG Signals12
Masked Transformer for Image Anomaly Localization12
Using Explainable Artificial Intelligence in the Clock Drawing Test to Reveal the Cognitive Impairment Pattern12
Evaluation of Spiking Neural Nets-Based Image Classification Using the Runtime Simulator RAVSim12
Deep Multimodal Neural Network Based on Data-Feature Fusion for Patient-Specific Quality Assurance12
Role of the Ipsilateral Primary Motor Cortex in the Visuo-Motor Network During Fine Contractions and Accurate Performance12
A Hybrid Time-Distributed Deep Neural Architecture for Speech Emotion Recognition12
Uncovering Brain Differences in Preschoolers and Young Adolescents with Autism Spectrum Disorder Using Deep Learning12
Vagus Nerve Electroneurogram-Based Detection of Acute Pentylenetetrazol Induced Seizures in Rats12
Quantifying Differences Between Affine and Nonlinear Spatial Normalization of FP-CIT Spect Images12
Attention-Based Convolutional Recurrent Deep Neural Networks for the Prediction of Response to Repetitive Transcranial Magnetic Stimulation for Major Depressive Disorder11
Dynamic Temporospatial Patterns of Functional Connectivity and Alterations in Idiopathic Generalized Epilepsy11
Convolutional Neural Networks-Based Framework for Early Identification of Dementia Using MRI of Brain Asymmetry11
Spatial Enhanced Pattern Through Graph Convolutional Neural Network for Epileptic EEG Identification11
Improving Botulinum Toxin Efficiency in Treating Post-Stroke Spasticity Using 3D Innervation Zone Imaging11
Incorporating Uncertainty in Data Labeling into Automatic Detection of Interictal Epileptiform Discharges from Concurrent Scalp-EEG via Multi-way Analysis11
Brain Computer Interfaces for Assisted Communication in Paralysis and Quality of Life11
The Influence of Visual Attention on The Performance of A Novel Tactile P300 Brain-Computer Interface with Cheeks-Stim Paradigm10
Synchronization Analysis In Epileptic EEG Signals Via State Transfer Networks Based On Visibility Graph Technique10
Altered EEG Oscillatory Brain Networks During Music-Listening in Major Depression10
Tiled Sparse Coding in Eigenspaces for Image Classification10
Acrophobia Quantified by EEG Based on CNN Incorporating Granger Causality10
Reward-Penalty Weighted Ensemble for Emotion State Classification from Multi-Modal Data Streams9
Swarm-FHE: Fully Homomorphic Encryption-based Swarm Learning for Malicious Clients9
From Intricacy to Conciseness: A Progressive Transfer Strategy for EEG-Based Cross-Subject Emotion Recognition9
Personalized Watch-Based Fall Detection Using a Collaborative Edge-Cloud Framework9
Dynamics of the “Cognitive” Brain Wave P3b at Rest for Alzheimer Dementia Prediction in Mild Cognitive Impairment9
Human Silhouette and Skeleton Video Synthesis Through Wi-Fi Signals9
One-Shot Neural Architecture Search by Dynamically Pruning Supernet in Hierarchical Order9
Detection of Movement Intention in EEG-Based Brain-Computer Interfaces Using Fourier-Based Synchrosqueezing Transform9
Multi-Center Validation Study of Automated Classification of Pathological Slowing in Adult Scalp Electroencephalograms Via Frequency Features9
Kuramoto Model-Based Analysis Reveals Oxytocin Effects on Brain Network Dynamics8
Classification of Depth of Coma Using Complexity Measures and Nonlinear Features of Electroencephalogram Signals8
Design and Implementation of a Spiking Neural Network with Integrate-and-Fire Neuron Model for Pattern Recognition8
Decision-Feedback Stages Revealed by Hidden Markov Modeling of EEG8
Roles of Very Fast Ripple (500–1000Hz) in the Hippocampal Network During Status Epilepticus8
Epileptic Seizure Prediction Using Attention Augmented Convolutional Network8
Characterizing Fractal Genetic Variation in the Human Genome from the Hapmap Project8
A Spatio-Temporal Method for Extracting Gamma-Band Features to Enhance Classification in a Rapid Serial Visual Presentation Task8
On the Modeling of the Three Types of Non-spiking Neurons of the Caenorhabditis elegans8
Neuro-Inspired Reinforcement Learning to Improve Trajectory Prediction in Reward-Guided Behavior7
Detecting Connected Consciousness During Propofol-Induced Anesthesia Using EEG Based Brain Decoding7
Development of an AI-Enabled System for Pain Monitoring Using Skin Conductance Sensoring in Socks7
An Efficient Multi-Objective Evolutionary Zero-Shot Neural Architecture Search Framework for Image Classification7
A Multimodal Fusion Approach for Human Activity Recognition7
Algorithm Recommendation and Performance Prediction Using Meta-Learning7
Analysis of fMRI Signals from Working Memory Tasks and Resting-State of Brain: Neutrosophic-Entropy-Based Clustering Algorithm6
Few-Shot Pixel-Precise Document Layout Segmentation via Dynamic Instance Generation and Local Thresholding6
A Comparison of Conventional and Tri-Polar EEG Electrodes for Decoding Real and Imaginary Finger Movements from One Hand6
Driver Drowsiness EEG Detection Based on Tree Federated Learning and Interpretable Network6
Using Virus Machines to Compute Pairing Functions6
Movement-Related EEG Oscillations of Contralesional Hemisphere Discloses Compensation Mechanisms of Severely Affected Motor Chronic Stroke Patients6
Unsupervised Domain Adaptive Dose Prediction via Cross-Attention Transformer and Target-Specific Knowledge Preservation6
Large-Scale Image Retrieval with Deep Attentive Global Features6
Prediction of Speech Onset by Micro-Electrocorticography of the Human Brain6
Supported Diagnosis of Attention Deficit and Hyperactivity Disorder from EEG Based on Interpretable Kernels for Hidden Markov Models6
Quantifying the Generation Process of Multi-Level Tactile Sensations via ERP Component Investigation6
Lightweight Seizure Detection Based on Multi-Scale Channel Attention5
Automated Interictal Epileptiform Discharge Detection from Scalp EEG Using Scalable Time-series Classification Approaches5
Facial Expression Recognition with Contrastive Learning and Uncertainty-Guided Relabeling5
Transformer-Based Approach Via Contrastive Learning for Zero-Shot Detection5
Nonlinear Weighting Ensemble Learning Model to Diagnose Parkinson’s Disease Using Multimodal Data5
A Vector Quantization-Based Spike Compression Approach Dedicated to Multichannel Neural Recording Microsystems5
Facial Affect Recognition in Immersive Virtual Reality: Where is the Participant Looking?5
Adolescent Depression Detection Model Based on Multimodal Data of Interview Audio and Text5
Integrating Nearest Neighbors with Neural Network Models for Treatment Effect Estimation5
Epileptic EEG Classification via Graph Transformer Network5
Enhancing Robustness of Medical Image Segmentation Model with Neural Memory Ordinary Differential Equation5
The Task-Dependent Modular Covariance Networks Unveiled by Multiple-Way Fusion-Based Analysis5
Assessing Functional Brain Network Dynamics in Dyslexia from fNIRS Data4
Brain Network Organization Following Post-Stroke Neurorehabilitation4
Impulsivity Classification Using EEG Power and Explainable Machine Learning4
Multi-View Graph Contrastive Learning via Adaptive Channel Optimization for Depression Detection in EEG Signals4
Supporting the Detection of Early Alzheimer’s Disease with a Four-Channel EEG Analysis4
Epileptic Seizure Detection with an End-to-End Temporal Convolutional Network and Bidirectional Long Short-Term Memory Model4
Localization of Epileptic Brain Responses to Single-Pulse Electrical Stimulation by Developing an Adaptive Iterative Linearly Constrained Minimum Variance Beamformer4
Brain Networks Modulation in Young and Old Subjects During Transcranial Direct Current Stimulation Applied on Prefrontal and Parietal Cortex4
Effective Automatic Method Selection for Nonlinear Regression Modeling4
A Sentiment Analysis Anomaly Detection System for Cyber Intelligence4
EEG Interchannel Causality to Identify Source/Sink Phase Connectivity Patterns in Developmental Dyslexia4
Decoding Saccade Intention From Primate Prefrontal Cortical Local Field Potentials Using Spectral, Spatial, and Temporal Dimensionality Reduction4
Multiview Feature Fusion Representation for Interictal Epileptiform Spikes Detection4
Multi-Objective Self-Adaptive Particle Swarm Optimization for Large-Scale Feature Selection in Classification3
Galvanic Vestibular Stimulation-Based Prediction Error Decoding and Channel Optimization3
Human Gait Activity Recognition Using Multimodal Sensors3
A Pilot Study on the Functional Stability of Phonation in EEG Bands After Repetitive Transcranial Magnetic Stimulation in Parkinson’s Disease3
Classification of Epileptic and Psychogenic Nonepileptic Seizures via Time–Frequency Features of EEG Data3
Convolutional Neural Networks Quantization with Double-Stage Squeeze-and-Threshold3
A Continuous Learning Approach for Real-Time Network Intrusion Detection3
Effect of Action Units, Viewpoint and Immersion on Emotion Recognition Using Dynamic Virtual Faces3
First Longitudinal Study Using Binaural Beats on Parkinson Disease3
One-Dimensional Local Binary Pattern and Common Spatial Pattern Feature Fusion Brain Network for Central Neuropathic Pain3
Detection of the Intention of Direction Changes During Gait Through EEG Signals3
Editorial: From Pioneering Artificial Neural Networks to Deep Learning and Beyond3
An Integrated Neurorobotics Model of the Cerebellar-Basal Ganglia Circuitry3
Exploiting Textual Information for Fake News Detection3
Hysteresis Modeling in Iron-Dominated Magnets Based on a Multi-Layered NARX Neural Network Approach3
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