International Journal of Neural Systems

Article	Citations
An Experimental Review on Deep Learning Architectures for Time Series Forecasting	221
Temporal Backpropagation for Spiking Neural Networks with One Spike per Neuron	121
Automated MRI-Based Deep Learning Model for Detection of Alzheimer’s Disease Process	102
A Multi-Objective Evolutionary Approach Based on Graph-in-Graph for Neural Architecture Search of Convolutional Neural Networks	83
A Complete Arithmetic Calculator Constructed from Spiking Neural P Systems and its Application to Information Fusion	75
An Adaptive Optimization Spiking Neural P System for Binary Problems	74
Medical Image Fusion Method Based on Coupled Neural P Systems in Nonsubsampled Shearlet Transform Domain	69
Automated Detection of Interictal Epileptiform Discharges from Scalp Electroencephalograms by Convolutional Neural Networks	57
Ensemble Deep Learning on Large, Mixed-Site fMRI Datasets in Autism and Other Tasks	52
Epileptic EEG Classification by Using Time-Frequency Images for Deep Learning	51
Improved Overlap-based Undersampling for Imbalanced Dataset Classification with Application to Epilepsy and Parkinson’s Disease	45
A Hybrid-Domain Deep Learning-Based BCI For Discriminating Hand Motion Planning From EEG Sources	45
A Layered Spiking Neural System for Classification Problems	44
Machine Learning Algorithms and Statistical Approaches for Alzheimer’s Disease Analysis Based on Resting-State EEG Recordings: A Systematic Review	42
Spiking Neural P Systems with Delay on Synapses	41
A Deep Fourier Neural Network for Seizure Prediction Using Convolutional Neural Network and Ratios of Spectral Power	39
Epileptic Seizure Prediction Using Deep Transformer Model	38
Neurolight: A Deep Learning Neural Interface for Cortical Visual Prostheses	36
A Training Data-Driven Canonical Correlation Analysis Algorithm for Designing Spatial Filters to Enhance Performance of SSVEP-Based BCIs	36
Dynamic Reorganization of the Cortical Functional Brain Network in Affective Processing and Cognitive Reappraisal	33
3D-Convolutional Neural Network with Generative Adversarial Network and Autoencoder for Robust Anomaly Detection in Video Surveillance	32
Automated Adult Epilepsy Diagnostic Tool Based on Interictal Scalp Electroencephalogram Characteristics: A Six-Center Study	32
Graph Attention Network with Focal Loss for Seizure Detection on Electroencephalography Signals	30
Deep Support Vector Machines for the Identification of Stress Condition from Electrodermal Activity	30
Deep Learning for EEG Seizure Detection in Preterm Infants	29

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	24
Arbitrary Scale Super-Resolution for Medical Images	24
Morphological Characterization of Functional Brain Imaging by Isosurface Analysis in Parkinson’s Disease	23
Multiscaled Neural Autoregressive Distributed Lag: A New Empirical Mode Decomposition Model for Nonlinear Time Series Forecasting	23
Study of the Functional Brain Connectivity and Lower-Limb Motor Imagery Performance After Transcranial Direct Current Stimulation	23
Detection of Trees on Street-View Images Using a Convolutional Neural Network	22
Computationally-Efficient Algorithm for Real-Time Absence Seizure Detection in Wearable Electroencephalography	22
Epileptic Seizure Prediction Using Deep Neural Networks Via Transfer Learning and Multi-Feature Fusion	22
Electroencephalography-Derived Prognosis of Functional Recovery in Acute Stroke Through Machine Learning Approaches	22
Deep Learning Methods for Multi-Channel EEG-Based Emotion Recognition	22
Spiking Neural P Systems with Extended Channel Rules	22
Optimization of Model Training Based on Iterative Minimum Covariance Determinant In Motor-Imagery BCI	21
EEG Connectivity Analysis Using Denoising Autoencoders for the Detection of Dyslexia	21
The Automatic Detection of Seizure Based on Tensor Distance And Bayesian Linear Discriminant Analysis	21
Uncertainty-Guided Voxel-Level Supervised Contrastive Learning for Semi-Supervised Medical Image Segmentation	21
Classification of Epileptic EEG Signals Using Synchrosqueezing Transform and Machine Learning	21
Time–Frequency Decomposition of Scalp Electroencephalograms Improves Deep Learning-Based Epilepsy Diagnosis	20
A Time Series Forecasting Approach Based on Nonlinear Spiking Neural Systems	20
Multiplex and Multilayer Network EEG Analyses: A Novel Strategy in the Differential Diagnosis of Patients with Chronic Disorders of Consciousness	20
An Efficient Semi-Supervised Framework with Multi-Task and Curriculum Learning for Medical Image Segmentation	20
Modeling Emerging Interpersonal Synchrony and its Related Adaptive Short-Term Affiliation and Long-Term Bonding: A Second-Order Multi-Adaptive Neural Agent Model	19
Deep Convolution Generative Adversarial Network-Based Electroencephalogram Data Augmentation for Post-Stroke Rehabilitation with Motor Imagery	19
Motor Intention Decoding from the Upper Limb by Graph Convolutional Network Based on Functional Connectivity	19
Self-Adaptive Particle Swarm Optimization-Based Echo State Network for Time Series Prediction	18
One-Dimensional Convolutional Neural Networks Combined with Channel Selection Strategy for Seizure Prediction Using Long-Term Intracranial EEG	18
Concurrent Prediction of Finger Forces Based on Source Separation and Classification of Neuron Discharge Information	18
LieToMe: An Ensemble Approach for Deception Detection from Facial Cues	18
Evolution-Communication Spiking Neural P Systems	17
Characterisation of Haemodynamic Activity in Resting State Networks by Fractal Analysis	17
Edge Detection Method Based on Nonlinear Spiking Neural Systems	16
Neural Networks with Emotion Associations, Topic Modeling and Supervised Term Weighting for Sentiment Analysis	16
Feature Selection Combining Filter and Wrapper Methods for Motor-Imagery Based Brain–Computer Interfaces	16
A Knowledge-Based Deep Learning Architecture for Aspect-Based Sentiment Analysis	16
Personalized EEG Feature Selection for Low-Complexity Seizure Monitoring	16
Classification of Low and High Schizotypy Levels via Evaluation of Brain Connectivity	15
Corticomuscular and Intermuscular Coupling in Simple Hand Movements to Enable a Hybrid Brain–Computer Interface	15
Channel Selection for Optimal EEG Measurement in Motor Imagery-Based Brain-Computer Interfaces	15
Determination of Antiepileptic Drugs Withdrawal Through EEG Hjorth Parameter Analysis	15
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
Revealing False Positive Features in Epileptic EEG Identification	14
Optimization of Neuroprosthetic Vision via End-to-End Deep Reinforcement Learning	14
Control of Transcranial Direct Current Stimulation Duration by Assessing Functional Connectivity of Near-Infrared Spectroscopy Signals	14
Automatic Seizure Identification from EEG Signals Based on Brain Connectivity Learning	14
Middle-Level Features for the Explanation of Classification Systems by Sparse Dictionary Methods	14
Spiking Neural P Systems with Astrocytes Producing Calcium	14
On the Tuning of the Computation Capability of Spiking Neural Membrane Systems with Communication on Request	14

Fractal Dimension Feature as a Signature of Severity in Disorders of Consciousness: An EEG Study	13
VPNET: Variable Projection Networks	13
A Neurorobotic Embodiment for Exploring the Dynamical Interactions of a Spiking Cerebellar Model and a Robot Arm During Vision-Based Manipulation Tasks	12
Quantifying Differences Between Affine and Nonlinear Spatial Normalization of FP-CIT Spect Images	12
Decoding Color Visual Working Memory from EEG Signals Using Graph Convolutional Neural Networks	12
Nonspecific Visuospatial Imagery as a Novel Mental Task for Online EEG-Based BCI Control	12
Compact Convolutional Neural Network with Multi-Headed Attention Mechanism for Seizure Prediction	12
Behavioral Activity Recognition Based on Gaze Ethograms	11
Both Cross-Patient and Patient-Specific Seizure Detection Based on Self-Organizing Fuzzy Logic	11
Dendrite P Systems Toolbox: Representation, Algorithms and Simulators	11
Improved Activity Recognition Combining Inertial Motion Sensors and Electroencephalogram Signals	11
A Prototype of EEG System for IoT	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
Improving Botulinum Toxin Efficiency in Treating Post-Stroke Spasticity Using 3D Innervation Zone Imaging	11
An Evolutionary Attention-Based Network for Medical Image Classification	10
Using Explainable Artificial Intelligence in the Clock Drawing Test to Reveal the Cognitive Impairment Pattern	10
Spatial Enhanced Pattern Through Graph Convolutional Neural Network for Epileptic EEG Identification	10
Multivariate Pattern Analysis Techniques for Electroencephalography Data to Study Flanker Interference Effects	10
Parallel Binary Image Cryptosystem Via Spiking Neural Networks Variants	10
The Influence of Visual Attention on The Performance of A Novel Tactile P300 Brain-Computer Interface with Cheeks-Stim Paradigm	10
Brain Computer Interfaces for Assisted Communication in Paralysis and Quality of Life	10
Cortical Asymmetries and Connectivity Patterns in the Valence Dimension of the Emotional Brain	10
An Efficient Approach to Define the Input Stimuli to Suppress Epileptic Seizures Described by the Epileptor Model	10
Evaluation of Brain Functional Connectivity from Electroencephalographic Signals Under Different Emotional States	10
An Attention-Aware Long Short-Term Memory-Like Spiking Neural Model for Sentiment Analysis	10
Quaternion Spiking and Quaternion Quantum Neural Networks: Theory and Applications	10
Seizure Forecasting Using Long-Term Electroencephalography and Electrocardiogram Data	10
Reward-Penalty Weighted Ensemble for Emotion State Classification from Multi-Modal Data Streams	9
Convolutional Neural Networks-Based Framework for Early Identification of Dementia Using MRI of Brain Asymmetry	9
From Intricacy to Conciseness: A Progressive Transfer Strategy for EEG-Based Cross-Subject Emotion Recognition	9
A Conditional Generative Adversarial Network and Transfer Learning-Oriented Anomaly Classification System for Electrospun Nanofibers	9
A Robust 3D-Convolutional Neural Network-Based Electroencephalogram Decoding Model for the Intra-Individual Difference	9
Deep Multimodal Neural Network Based on Data-Feature Fusion for Patient-Specific Quality Assurance	9
Detection of Alzheimer’s Dementia by Using Signal Decomposition and Machine Learning Methods	9
Altered EEG Oscillatory Brain Networks During Music-Listening in Major Depression	9
Uncovering Brain Differences in Preschoolers and Young Adolescents with Autism Spectrum Disorder Using Deep Learning	9
Dual-Modal Information Bottleneck Network for Seizure Detection	9
A Transformer-Embedded Multi-Task Model for Dose Distribution Prediction	9
A Prediction Model Based on Gated Nonlinear Spiking Neural Systems	9
Affective Action and Interaction Recognition by Multi-View Representation Learning from Handcrafted Low-Level Skeleton Features	9
A Hybrid Time-Distributed Deep Neural Architecture for Speech Emotion Recognition	9
Dynamic Temporospatial Patterns of Functional Connectivity and Alterations in Idiopathic Generalized Epilepsy	9
Synchronization Analysis In Epileptic EEG Signals Via State Transfer Networks Based On Visibility Graph Technique	9
Tiled Sparse Coding in Eigenspaces for Image Classification	9
Vagus Nerve Electroneurogram-Based Detection of Acute Pentylenetetrazol Induced Seizures in Rats	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
Masked Transformer for Image Anomaly Localization	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
Diagnosis of Autism Disorder Based on Deep Network Trained by Augmented EEG Signals	8
Mixture 2D Convolutions for 3D Medical Image Segmentation	7
Enhancing Multimodal Patterns in Neuroimaging by Siamese Neural Networks with Self-Attention Mechanism	7
Enzymatic Numerical Spiking Neural Membrane Systems and their Application in Designing Membrane Controllers	7
Kuramoto Model-Based Analysis Reveals Oxytocin Effects on Brain Network Dynamics	7
A Class-Imbalance Aware and Explainable Spatio-Temporal Graph Attention Network for Neonatal Seizure Detection	7
Six-Center Assessment of CNN-Transformer with Belief Matching Loss for Patient-Independent Seizure Detection in EEG	7
A Method based on Evolutionary Algorithms and Channel Attention Mechanism to Enhance Cycle Generative Adversarial Network Performance for Image Translation	7
Roles of Very Fast Ripple (500–1000Hz) in the Hippocampal Network During Status Epilepticus	7
Analysis of fMRI Signals from Working Memory Tasks and Resting-State of Brain: Neutrosophic-Entropy-Based Clustering Algorithm	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
Characterizing Fractal Genetic Variation in the Human Genome from the Hapmap Project	6
Detection of Movement Intention in EEG-Based Brain-Computer Interfaces Using Fourier-Based Synchrosqueezing Transform	6
Supported Diagnosis of Attention Deficit and Hyperactivity Disorder from EEG Based on Interpretable Kernels for Hidden Markov Models	6
Design and Implementation of a Spiking Neural Network with Integrate-and-Fire Neuron Model for Pattern Recognition	6
Intrinsic Synchronization Analysis of Brain Activity in Obsessive–compulsive Disorders	6
On Spiking Neural Membrane Systems with Neuron and Synapse Creation	6
Emotion Classification from EEG with a Low-Cost BCI Versus a High-End Equipment	6
Detecting Connected Consciousness During Propofol-Induced Anesthesia Using EEG Based Brain Decoding	6
A Vector Quantization-Based Spike Compression Approach Dedicated to Multichannel Neural Recording Microsystems	5
The Task-Dependent Modular Covariance Networks Unveiled by Multiple-Way Fusion-Based Analysis	5
A Multimodal Fusion Approach for Human Activity Recognition	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
One-Shot Neural Architecture Search by Dynamically Pruning Supernet in Hierarchical Order	5

A Spatio-Temporal Method for Extracting Gamma-Band Features to Enhance Classification in a Rapid Serial Visual Presentation Task	5
Quantifying the Generation Process of Multi-Level Tactile Sensations via ERP Component Investigation	5
Personalized Watch-Based Fall Detection Using a Collaborative Edge-Cloud Framework	4
Neuro-Inspired Reinforcement Learning to Improve Trajectory Prediction in Reward-Guided Behavior	4
How the Cerebellum and Prefrontal Cortex Cooperate During Trace Eyeblinking Conditioning	4
A Comparison of Conventional and Tri-Polar EEG Electrodes for Decoding Real and Imaginary Finger Movements from One Hand	4
Epileptic Seizure Prediction Using Attention Augmented Convolutional Network	4
Rhythmic Network Modulation to Thalamocortical Couplings in Epilepsy	4
Attention-Based Convolutional Recurrent Deep Neural Networks for the Prediction of Response to Repetitive Transcranial Magnetic Stimulation for Major Depressive Disorder	4
Movement-Related EEG Oscillations of Contralesional Hemisphere Discloses Compensation Mechanisms of Severely Affected Motor Chronic Stroke Patients	4
An Efficient Multi-Objective Evolutionary Zero-Shot Neural Architecture Search Framework for Image Classification	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
Algorithm Recommendation and Performance Prediction Using Meta-Learning	4
Driver Drowsiness EEG Detection Based on Tree Federated Learning and Interpretable Network	4