International Journal of Neural Systems

Article	Citations
An Experimental Review on Deep Learning Architectures for Time Series Forecasting	226
Temporal Backpropagation for Spiking Neural Networks with One Spike per Neuron	123
Automated MRI-Based Deep Learning Model for Detection of Alzheimer’s Disease Process	106
A Multi-Objective Evolutionary Approach Based on Graph-in-Graph for Neural Architecture Search of Convolutional Neural Networks	84
A Complete Arithmetic Calculator Constructed from Spiking Neural P Systems and its Application to Information Fusion	78
An Adaptive Optimization Spiking Neural P System for Binary Problems	77
Medical Image Fusion Method Based on Coupled Neural P Systems in Nonsubsampled Shearlet Transform Domain	72
Automated Detection of Interictal Epileptiform Discharges from Scalp Electroencephalograms by Convolutional Neural Networks	59
Epileptic EEG Classification by Using Time-Frequency Images for Deep Learning	53
A Layered Spiking Neural System for Classification Problems	50
Improved Overlap-based Undersampling for Imbalanced Dataset Classification with Application to Epilepsy and Parkinson’s Disease	48
A Hybrid-Domain Deep Learning-Based BCI For Discriminating Hand Motion Planning From EEG Sources	45
Spiking Neural P Systems with Delay on Synapses	43
Machine Learning Algorithms and Statistical Approaches for Alzheimer’s Disease Analysis Based on Resting-State EEG Recordings: A Systematic Review	42
A Deep Fourier Neural Network for Seizure Prediction Using Convolutional Neural Network and Ratios of Spectral Power	40
Epileptic Seizure Prediction Using Deep Transformer Model	40
Dynamic Reorganization of the Cortical Functional Brain Network in Affective Processing and Cognitive Reappraisal	36
Neurolight: A Deep Learning Neural Interface for Cortical Visual Prostheses	36
Automated Adult Epilepsy Diagnostic Tool Based on Interictal Scalp Electroencephalogram Characteristics: A Six-Center Study	33
3D-Convolutional Neural Network with Generative Adversarial Network and Autoencoder for Robust Anomaly Detection in Video Surveillance	33
Graph Attention Network with Focal Loss for Seizure Detection on Electroencephalography Signals	32
Deep Learning for EEG Seizure Detection in Preterm Infants	31
Deep Support Vector Machines for the Identification of Stress Condition from Electrodermal Activity	31
Dyslexia Diagnosis by EEG Temporal and Spectral Descriptors: An Anomaly Detection Approach	28
A Neural Network for Image Anomaly Detection with Deep Pyramidal Representations and Dynamic Routing	27

Impact of Machine Learning Pipeline Choices in Autism Prediction From Functional Connectivity Data	26
Patient-Independent Seizure Detection Based on Channel-Perturbation Convolutional Neural Network and Bidirectional Long Short-Term Memory	26
A Time Series Forecasting Approach Based on Nonlinear Spiking Neural Systems	26
Multiscaled Neural Autoregressive Distributed Lag: A New Empirical Mode Decomposition Model for Nonlinear Time Series Forecasting	25
Spiking Neural P Systems with Extended Channel Rules	25
Detection of Trees on Street-View Images Using a Convolutional Neural Network	25
Arbitrary Scale Super-Resolution for Medical Images	25
Epileptic Seizure Prediction Using Deep Neural Networks Via Transfer Learning and Multi-Feature Fusion	23
Morphological Characterization of Functional Brain Imaging by Isosurface Analysis in Parkinson’s Disease	23
Study of the Functional Brain Connectivity and Lower-Limb Motor Imagery Performance After Transcranial Direct Current Stimulation	23
Computationally-Efficient Algorithm for Real-Time Absence Seizure Detection in Wearable Electroencephalography	23
Time–Frequency Decomposition of Scalp Electroencephalograms Improves Deep Learning-Based Epilepsy Diagnosis	23
Deep Convolution Generative Adversarial Network-Based Electroencephalogram Data Augmentation for Post-Stroke Rehabilitation with Motor Imagery	23
Deep Learning Methods for Multi-Channel EEG-Based Emotion Recognition	22
Edge Detection Method Based on Nonlinear Spiking Neural Systems	22
Uncertainty-Guided Voxel-Level Supervised Contrastive Learning for Semi-Supervised Medical Image Segmentation	22
Classification of Epileptic EEG Signals Using Synchrosqueezing Transform and Machine Learning	22
Multiplex and Multilayer Network EEG Analyses: A Novel Strategy in the Differential Diagnosis of Patients with Chronic Disorders of Consciousness	22
Electroencephalography-Derived Prognosis of Functional Recovery in Acute Stroke Through Machine Learning Approaches	22
The Automatic Detection of Seizure Based on Tensor Distance And Bayesian Linear Discriminant Analysis	21
An Efficient Semi-Supervised Framework with Multi-Task and Curriculum Learning for Medical Image Segmentation	21
EEG Connectivity Analysis Using Denoising Autoencoders for the Detection of Dyslexia	21
Optimization of Model Training Based on Iterative Minimum Covariance Determinant In Motor-Imagery BCI	21
Modeling Emerging Interpersonal Synchrony and its Related Adaptive Short-Term Affiliation and Long-Term Bonding: A Second-Order Multi-Adaptive Neural Agent Model	20
Self-Adaptive Particle Swarm Optimization-Based Echo State Network for Time Series Prediction	20
Motor Intention Decoding from the Upper Limb by Graph Convolutional Network Based on Functional Connectivity	19
One-Dimensional Convolutional Neural Networks Combined with Channel Selection Strategy for Seizure Prediction Using Long-Term Intracranial EEG	19
Evolution-Communication Spiking Neural P Systems	18
Feature Selection Combining Filter and Wrapper Methods for Motor-Imagery Based Brain–Computer Interfaces	18
Concurrent Prediction of Finger Forces Based on Source Separation and Classification of Neuron Discharge Information	18
Personalized EEG Feature Selection for Low-Complexity Seizure Monitoring	18
LieToMe: An Ensemble Approach for Deception Detection from Facial Cues	18
Characterisation of Haemodynamic Activity in Resting State Networks by Fractal Analysis	17
Neural Networks with Emotion Associations, Topic Modeling and Supervised Term Weighting for Sentiment Analysis	17
On the Tuning of the Computation Capability of Spiking Neural Membrane Systems with Communication on Request	17
Channel Selection for Optimal EEG Measurement in Motor Imagery-Based Brain-Computer Interfaces	16
Corticomuscular and Intermuscular Coupling in Simple Hand Movements to Enable a Hybrid Brain–Computer Interface	16
Classification of Low and High Schizotypy Levels via Evaluation of Brain Connectivity	16
A Knowledge-Based Deep Learning Architecture for Aspect-Based Sentiment Analysis	16
An Attention-Aware Long Short-Term Memory-Like Spiking Neural Model for Sentiment Analysis	15
VPNET: Variable Projection Networks	15
Determination of Antiepileptic Drugs Withdrawal Through EEG Hjorth Parameter Analysis	15
A Prediction Model Based on Gated Nonlinear Spiking Neural Systems	14
Middle-Level Features for the Explanation of Classification Systems by Sparse Dictionary Methods	14
Spiking Neural P Systems with Astrocytes Producing Calcium	14
Automatic Seizure Identification from EEG Signals Based on Brain Connectivity Learning	14
A Swallowing Decoder Based on Deep Transfer Learning: AlexNet Classification of the Intracranial Electrocorticogram	14
Roughness-Length-Based Characteristic Analysis of Intracranial EEG and Epileptic Seizure Prediction	14
Control of Transcranial Direct Current Stimulation Duration by Assessing Functional Connectivity of Near-Infrared Spectroscopy Signals	14
Parallel Binary Image Cryptosystem Via Spiking Neural Networks Variants	14

Optimization of Neuroprosthetic Vision via End-to-End Deep Reinforcement Learning	14
A Neurorobotic Embodiment for Exploring the Dynamical Interactions of a Spiking Cerebellar Model and a Robot Arm During Vision-Based Manipulation Tasks	14
Revealing False Positive Features in Epileptic EEG Identification	14
Decoding Color Visual Working Memory from EEG Signals Using Graph Convolutional Neural Networks	13
Fractal Dimension Feature as a Signature of Severity in Disorders of Consciousness: An EEG Study	13
Compact Convolutional Neural Network with Multi-Headed Attention Mechanism for Seizure Prediction	13
An Evolutionary Attention-Based Network for Medical Image Classification	12
Dual-Modal Information Bottleneck Network for Seizure Detection	12
Quantifying Differences Between Affine and Nonlinear Spatial Normalization of FP-CIT Spect Images	12
Both Cross-Patient and Patient-Specific Seizure Detection Based on Self-Organizing Fuzzy Logic	12
Nonspecific Visuospatial Imagery as a Novel Mental Task for Online EEG-Based BCI Control	12
Dendrite P Systems Toolbox: Representation, Algorithms and Simulators	11
Evaluation of Brain Functional Connectivity from Electroencephalographic Signals Under Different Emotional States	11
Enzymatic Numerical Spiking Neural Membrane Systems and their Application in Designing Membrane Controllers	11
A Prototype of EEG System for IoT	11
Behavioral Activity Recognition Based on Gaze Ethograms	11
Improved Activity Recognition Combining Inertial Motion Sensors and Electroencephalogram Signals	11
Dynamic Temporospatial Patterns of Functional Connectivity and Alterations in Idiopathic Generalized Epilepsy	11
Improving Botulinum Toxin Efficiency in Treating Post-Stroke Spasticity Using 3D Innervation Zone Imaging	11
Role of the Ipsilateral Primary Motor Cortex in the Visuo-Motor Network During Fine Contractions and Accurate Performance	11
Incorporating Uncertainty in Data Labeling into Automatic Detection of Interictal Epileptiform Discharges from Concurrent Scalp-EEG via Multi-way Analysis	11
A Conditional Generative Adversarial Network and Transfer Learning-Oriented Anomaly Classification System for Electrospun Nanofibers	11
Affective Action and Interaction Recognition by Multi-View Representation Learning from Handcrafted Low-Level Skeleton Features	10
A Hybrid Time-Distributed Deep Neural Architecture for Speech Emotion Recognition	10
Multivariate Pattern Analysis Techniques for Electroencephalography Data to Study Flanker Interference Effects	10
An Efficient Approach to Define the Input Stimuli to Suppress Epileptic Seizures Described by the Epileptor Model	10
A Robust 3D-Convolutional Neural Network-Based Electroencephalogram Decoding Model for the Intra-Individual Difference	10
The Influence of Visual Attention on The Performance of A Novel Tactile P300 Brain-Computer Interface with Cheeks-Stim Paradigm	10
Using Explainable Artificial Intelligence in the Clock Drawing Test to Reveal the Cognitive Impairment Pattern	10
Altered EEG Oscillatory Brain Networks During Music-Listening in Major Depression	10
Quaternion Spiking and Quaternion Quantum Neural Networks: Theory and Applications	10
Detection of Alzheimer’s Dementia by Using Signal Decomposition and Machine Learning Methods	10
On Spiking Neural Membrane Systems with Neuron and Synapse Creation	10
Brain Computer Interfaces for Assisted Communication in Paralysis and Quality of Life	10
Spatial Enhanced Pattern Through Graph Convolutional Neural Network for Epileptic EEG Identification	10
Seizure Forecasting Using Long-Term Electroencephalography and Electrocardiogram Data	10
A Method based on Evolutionary Algorithms and Channel Attention Mechanism to Enhance Cycle Generative Adversarial Network Performance for Image Translation	10
Masked Transformer for Image Anomaly Localization	9
Reward-Penalty Weighted Ensemble for Emotion State Classification from Multi-Modal Data Streams	9
Emotion Classification from EEG with a Low-Cost BCI Versus a High-End Equipment	9
Diagnosis of Autism Disorder Based on Deep Network Trained by Augmented EEG Signals	9
Tiled Sparse Coding in Eigenspaces for Image Classification	9
A Transformer-Embedded Multi-Task Model for Dose Distribution Prediction	9
From Intricacy to Conciseness: A Progressive Transfer Strategy for EEG-Based Cross-Subject Emotion Recognition	9
Six-Center Assessment of CNN-Transformer with Belief Matching Loss for Patient-Independent Seizure Detection in EEG	9
Deep Multimodal Neural Network Based on Data-Feature Fusion for Patient-Specific Quality Assurance	9
Convolutional Neural Networks-Based Framework for Early Identification of Dementia Using MRI of Brain Asymmetry	9
Uncovering Brain Differences in Preschoolers and Young Adolescents with Autism Spectrum Disorder Using Deep Learning	9
Synchronization Analysis In Epileptic EEG Signals Via State Transfer Networks Based On Visibility Graph Technique	9
Vagus Nerve Electroneurogram-Based Detection of Acute Pentylenetetrazol Induced Seizures in Rats	8
Multi-Center Validation Study of Automated Classification of Pathological Slowing in Adult Scalp Electroencephalograms Via Frequency Features	8
Acrophobia Quantified by EEG Based on CNN Incorporating Granger Causality	8
Detection of Movement Intention in EEG-Based Brain-Computer Interfaces Using Fourier-Based Synchrosqueezing Transform	8
Dynamics of the “Cognitive” Brain Wave P3b at Rest for Alzheimer Dementia Prediction in Mild Cognitive Impairment	8
Human Silhouette and Skeleton Video Synthesis Through Wi-Fi Signals	8
Decision-Feedback Stages Revealed by Hidden Markov Modeling of EEG	8
Discriminative Analysis of Symptom Severity and Ultra-High Risk of Schizophrenia Using Intrinsic Functional Connectivity	8
The Effect of Breath Pacing on Task Switching and Working Memory	8
Kuramoto Model-Based Analysis Reveals Oxytocin Effects on Brain Network Dynamics	7
Roles of Very Fast Ripple (500–1000Hz) in the Hippocampal Network During Status Epilepticus	7
Enhancing Multimodal Patterns in Neuroimaging by Siamese Neural Networks with Self-Attention Mechanism	7
Design and Implementation of a Spiking Neural Network with Integrate-and-Fire Neuron Model for Pattern Recognition	7
Mixture 2D Convolutions for 3D Medical Image Segmentation	7
A Class-Imbalance Aware and Explainable Spatio-Temporal Graph Attention Network for Neonatal Seizure Detection	7
Detecting Connected Consciousness During Propofol-Induced Anesthesia Using EEG Based Brain Decoding	7
A Multimodal Fusion Approach for Human Activity Recognition	6
Intrinsic Synchronization Analysis of Brain Activity in Obsessive–compulsive Disorders	6
A Spatio-Temporal Method for Extracting Gamma-Band Features to Enhance Classification in a Rapid Serial Visual Presentation Task	6
Hybrid Attention Network for Epileptic EEG Classification	6
Characterizing Fractal Genetic Variation in the Human Genome from the Hapmap Project	6
Analysis of fMRI Signals from Working Memory Tasks and Resting-State of Brain: Neutrosophic-Entropy-Based Clustering Algorithm	6
Supported Diagnosis of Attention Deficit and Hyperactivity Disorder from EEG Based on Interpretable Kernels for Hidden Markov Models	6
One-Shot Neural Architecture Search by Dynamically Pruning Supernet in Hierarchical Order	6
Prediction of Speech Onset by Micro-Electrocorticography of the Human Brain	6
On the Modeling of the Three Types of Non-spiking Neurons of the Caenorhabditis elegans	6
A Vector Quantization-Based Spike Compression Approach Dedicated to Multichannel Neural Recording Microsystems	5
Attention-Based Convolutional Recurrent Deep Neural Networks for the Prediction of Response to Repetitive Transcranial Magnetic Stimulation for Major Depressive Disorder	5
Automated Interictal Epileptiform Discharge Detection from Scalp EEG Using Scalable Time-series Classification Approaches	5
Swarm-FHE: Fully Homomorphic Encryption-based Swarm Learning for Malicious Clients	5
Classification of Depth of Coma Using Complexity Measures and Nonlinear Features of Electroencephalogram Signals	5

Personalized Watch-Based Fall Detection Using a Collaborative Edge-Cloud Framework	5
The Task-Dependent Modular Covariance Networks Unveiled by Multiple-Way Fusion-Based Analysis	5
Quantifying the Generation Process of Multi-Level Tactile Sensations via ERP Component Investigation	5
Development of an AI-Enabled System for Pain Monitoring Using Skin Conductance Sensoring in Socks	4
Algorithm Recommendation and Performance Prediction Using Meta-Learning	4
How the Cerebellum and Prefrontal Cortex Cooperate During Trace Eyeblinking Conditioning	4
Adolescent Depression Detection Model Based on Multimodal Data of Interview Audio and Text	4
Epileptic Seizure Prediction Using Attention Augmented Convolutional Network	4
Epileptic EEG Classification via Graph Transformer Network	4
Multiview Feature Fusion Representation for Interictal Epileptiform Spikes Detection	4
Facial Affect Recognition in Immersive Virtual Reality: Where is the Participant Looking?	4
Movement-Related EEG Oscillations of Contralesional Hemisphere Discloses Compensation Mechanisms of Severely Affected Motor Chronic Stroke Patients	4
Driver Drowsiness EEG Detection Based on Tree Federated Learning and Interpretable Network	4
Evaluation of Spiking Neural Nets-Based Image Classification Using the Runtime Simulator RAVSim	4
Neuro-Inspired Reinforcement Learning to Improve Trajectory Prediction in Reward-Guided Behavior	4
Few-Shot Pixel-Precise Document Layout Segmentation via Dynamic Instance Generation and Local Thresholding	4
A Comparison of Conventional and Tri-Polar EEG Electrodes for Decoding Real and Imaginary Finger Movements from One Hand	4
An Efficient Multi-Objective Evolutionary Zero-Shot Neural Architecture Search Framework for Image Classification	4
Multi-View Graph Contrastive Learning via Adaptive Channel Optimization for Depression Detection in EEG Signals	4