Frontiers in Neuroinformatics

Article	Citations
A multi-head self-attention deep learning approach for detection and recommendation of neuromagnetic high frequency oscillations in epilepsy	147
hvEEGNet: a novel deep learning model for high-fidelity EEG reconstruction	97
Chronic jet lag-like conditions dysregulate molecular profiles of neurological disorders in nucleus accumbens and prefrontal cortex	87
Editorial: Innovative methods for sleep staging using neuroinformatics	78
The quest to share data	64
Epileptic brain imaging by source localization CLARA supported by ictal-based semiology and VEEG in resource-limited settings	49
FN-OCT: Disease Detection Algorithm for Retinal Optical Coherence Tomography Based on a Fusion Network	45
Intra-V1 functional networks and classification of observed stimuli	43
versaFlow: a versatile pipeline for resolution adapted diffusion MRI processing and its application to studying the variability of the PRIME-DE database	41
Predicting the clinical prognosis of acute ischemic stroke using machine learning: an application of radiomic biomarkers on non-contrast CT after intravascular interventional treatment	37
Systems Neuroscience Computing in Python (SyNCoPy): a python package for large-scale analysis of electrophysiological data	36
Editorial: Neuroinformatics of large-scale brain modelling	35
State-dependent modulation of thalamocortical oscillations by gamma light flicker with different frequencies, intensities, and duty cycles	33
Detection of pulmonary embolism severity using clinical characteristics, hematological indices, and machine learning techniques	32
A computational model of Alzheimer's disease at the nano, micro, and macroscales	29
Magnetic Resonance Imaging Sequence Identification Using a Metadata Learning Approach	27
A standardized accelerometry method for characterizing tremor: Application and validation in an ageing population with postural and action tremor	26
Finding the limits of deep learning clinical sensitivity with fractional anisotropy (FA) microstructure maps	25
SynCoPa: Visualizing Connectivity Paths and Synapses Over Detailed Morphologies	24
Unsupervised method for representation transfer from one brain to another	24
Multiple sclerosis and breast cancer risk: a meta-analysis of observational and Mendelian randomization studies	23
Web-based processing of physiological noise in fMRI: addition of the PhysIO toolbox to CBRAIN	23
Erratum: Mapping and validating a point neuron model on Intel's neuromorphic hardware Loihi	22
A neuronal imaging dataset for deep learning in the reconstruction of single-neuron axons	21
Correction: Transdiagnostic clustering of self-schema from self-referential judgements identifies subtypes of healthy personality and depression	21

Transdiagnostic clustering of self-schema from self-referential judgements identifies subtypes of healthy personality and depression	20
Multi-threshold image segmentation for melanoma based on Kapur’s entropy using enhanced ant colony optimization	19
Tracking axon initial segment plasticity using high-density microelectrode arrays: A computational study	19
Efficient Simulation of 3D Reaction-Diffusion in Models of Neurons and Networks	19
Analyzing Complex Problem Solving by Dynamic Brain Networks	19
Evaluating machine learning pipelines for multimodal neuroimaging in small cohorts: an ALS case study	18
Machine learning-based infection prediction model for newly diagnosed multiple myeloma patients	18
Light-weight neural network for intra-voxel structure analysis	18
QuNex—An integrative platform for reproducible neuroimaging analytics	18
Alternative patterns of deep brain stimulation in neurologic and neuropsychiatric disorders	18
BitBrain and Sparse Binary Coincidence (SBC) memories: Fast, robust learning and inference for neuromorphic architectures	17
Project, toolkit, and database of neuroinformatics ecosystem: A summary of previous studies on “Frontiers in Neuroinformatics”	17
Online interoperable resources for building hippocampal neuron models via the Hippocampus Hub	17
Editorial: Neuroscience, computing, performance, and benchmarks: Why it matters to neuroscience how fast we can compute	17
Scaling and Benchmarking an Evolutionary Algorithm for Constructing Biophysical Neuronal Models	17
NeuroBridge ontology: computable provenance metadata to give the long tail of neuroimaging data a FAIR chance for secondary use	16
A review of risk concepts and models for predicting the risk of primary stroke	16
A scalable implementation of the recursive least-squares algorithm for training spiking neural networks	15
Half-UNet: A Simplified U-Net Architecture for Medical Image Segmentation	15
Age-Specific Adult Rat Brain MRI Templates and Tissue Probability Maps	15
Radiomics-driven neuro-fuzzy framework for rule generation to enhance explainability in MRI-based brain tumor segmentation	15
Super-resolution microscopy and deep learning methods: what can they bring to neuroscience: from neuron to 3D spine segmentation	15
Corrigendum: Mapping and validating a point neuron model on intel's neuromorphic hardware Loihi	14
Multi-omics integration reveals a six-malignant cell maker gene signature for predicting prognosis in high-risk neuroblastoma	14
Multi-Scale Graph Representation Learning for Autism Identification With Functional MRI	14
Recognition of MI-EEG signals using extended-LSR-based inductive transfer learning	14
EpiBOX: An Automated Platform for Long-Term Biosignal Collection	14
Erratum: Advancing prediction of risk of intraoperative massive blood transfusion in liver transplantation with machine learning models. A multicenter retrospective study	14
A systematic comparison of deep learning methods for EEG time series analysis	14
The Multicentre Acute ischemic stroke imaGIng and Clinical data (MAGIC) repository: rationale and blueprint	13
Editorial: Addressing large scale computing challenges in neuroscience: current advances and future directions	13
PymoNNto: A Flexible Modular Toolbox for Designing Brain-Inspired Neural Networks	13
2.5D and 3D segmentation of brain metastases with deep learning on multinational MRI data	13
ConGen—A Simulator-Agnostic Visual Language for Definition and Generation of Connectivity in Large and Multiscale Neural Networks	13
Long-range temporal correlations in resting state alpha oscillations in major depressive disorder and obsessive-compulsive disorder	13
SDA: a data-driven algorithm that detects functional states applied to the EEG of Guhyasamaja meditation	12
STEPS 4.0: Fast and memory-efficient molecular simulations of neurons at the nanoscale	12
Enhanced Performance by Interpretable Low-Frequency Electroencephalogram Oscillations in the Machine Learning-Based Diagnosis of Post-traumatic Stress Disorder	12
Discovering optimal features for neuron-type identification from extracellular recordings	12
Feature Selection Techniques for a Machine Learning Model to Detect Autonomic Dysreflexia	12
Translating single-neuron axonal reconstructions into meso-scale connectivity statistics in the mouse somatosensory thalamus	12
Contrastive self-supervised learning for neurodegenerative disorder classification	12
Events in context—The HED framework for the study of brain, experience and behavior	12
Machine learning reveals interhemispheric somatosensory coherence as indicator of anesthetic depth	12
Time-Frequency Representations of Brain Oscillations: Which One Is Better?	12
Synthesis of diffusion-weighted MRI scalar maps from FLAIR volumes using generative adversarial networks	12
Editorial: Weakly supervised deep learning-based methods for brain image analysis	12
Brain-Computer Interface using neural network and temporal-spectral features	11
Enhanced heart sound anomaly detection via WCOS: a semi-supervised framework integrating wavelet, autoencoder and SVM	11
Power spectral analysis of voltage-gated channels in neurons	11

Investigating cortical complexity and connectivity in rats with schizophrenia	11
Dynamic topological data analysis: a novel fractal dimension-based testing framework with application to brain signals	11
Brain structural alterations in young girls with Rett syndrome: A voxel-based morphometry and tract-based spatial statistics study	11
RealNeuralNetworks.jl: An Integrated Julia Package for Skeletonization, Morphological Analysis, and Synaptic Connectivity Analysis of Terabyte-Scale 3D Neural Segmentations	10
Multi-Source Domain Adaptation Techniques for Mitigating Batch Effects: A Comparative Study	10
PyDapsys: an open-source library for accessing electrophysiology data recorded with DAPSYS	10
Patterns of inflammation, microstructural alterations, and sodium accumulation define multiple sclerosis subtypes after 15 years from onset	10
Identifying discriminative features of brain network for prediction of Alzheimer’s disease using graph theory and machine learning	10
Building a realistic, scalable memory model with independent engrams using a homeostatic mechanism	10
A Toolbox and Crowdsourcing Platform for Automatic Labeling of Independent Components in Electroencephalography	10
Can micro-expressions be used as a biomarker for autism spectrum disorder?	9
Editorial: Reproducible analysis in neuroscience	9
Impact of interferon-β and dimethyl fumarate on nonlinear dynamical characteristics of electroencephalogram signatures in patients with multiple sclerosis	9
Neuroimaging article reexecution and reproduction assessment system	9
Editorial: Navigating the landscape of FAIR data sharing and reuse: repositories, standards, and resources	9
Classification of ROI-based fMRI data in short-term memory tasks using discriminant analysis and neural networks	9
Multiscale co-simulation design pattern for neuroscience applications	9
Explainable artificial intelligence based on feature optimization for age at onset prediction of spinocerebellar ataxia type 3	8
Decoding EEG rhythms offline and online during motor imagery for standing and sitting based on a brain-computer interface	8
EPAT: a user-friendly MATLAB toolbox for EEG/ERP data processing and analysis	8
Editorial: Recent applications of noninvasive physiological signals and artificial intelligence	8
Matlab Open Source Code: Noise-Assisted Multivariate Empirical Mode Decomposition Based Causal Decomposition for Causality Inference of Bivariate Time Series	8
Editorial: Physical neuromorphic computing and its industrial applications	8
FAIR in action: Brain-CODE - A neuroscience data sharing platform to accelerate brain research	8
Efficient simulation of neural development using shared memory parallelization	8
A canonical polyadic tensor basis for fast Bayesian estimation of multi-subject brain activation patterns	8
Software and pipelines for registration and analyses of rodent brain image data in reference atlas space	8
Introducing Region Based Pooling for handling a varied number of EEG channels for deep learning models	8
Progressive 3D biomedical image registration network based on deep self-calibration	8
Neural simulation pipeline: Enabling container-based simulations on-premise and in public clouds	8
BIDScoin: A User-Friendly Application to Convert Source Data to Brain Imaging Data Structure	7
Quantifying evoked responses through information-theoretical measures	7
Brain subnetworks most sensitive to alterations of functional connectivity in Schizophrenia: a data-driven approach	7
Identifying Boys With Autism Spectrum Disorder Based on Whole-Brain Resting-State Interregional Functional Connections Using a Boruta-Based Support Vector Machine Approach	7
Deep CNN ResNet-18 based model with attention and transfer learning for Alzheimer's disease detection	7
Novel Hybrid Brain-Computer Interface for Virtual Reality Applications Using Steady-State Visual-Evoked Potential-Based Brain–Computer Interface and Electrooculogram-Based Eye Tracking for Increased I	7
Sensitivity analysis of a mathematical model of Alzheimer's disease progression unveils important causal pathways	7
Improving EEG classification of alcoholic and control subjects using DWT-CNN-BiGRU with various noise filtering techniques	7
Assessing the Reliability of Template-Based Clustering for Tractography in Healthy Human Adults	7
Large language models can extract metadata for annotation of human neuroimaging publications	7
A Systematic Approach for Explaining Time and Frequency Features Extracted by Convolutional Neural Networks From Raw Electroencephalography Data	7
Turbulent dynamics and whole-brain modeling: toward new clinical applications for traumatic brain injury	7
Enhancing brain tumor detection in MRI with a rotation invariant Vision Transformer	7
Editorial: Bringing together data- and knowledge-driven solutions for a better understanding and effective diagnostics of neurological disorders	7
The ROSMAP project: aging and neurodegenerative diseases through omic sciences	7
A new machine learning model for predicting severity prognosis in patients with pulmonary embolism: Study protocol from Wenzhou, China	7
Efficient parameter calibration and real-time simulation of large-scale spiking neural networks with GeNN and NEST	7
Differential processing of intrinsic vs. extrinsic coordinates in wrist movement: connectivity and chronometry perspectives	6
Multi illumination color constancy based on multi-scale supervision and single-scale estimation cascade convolution neural network	6
Modernizing the NEURON Simulator for Sustainability, Portability, and Performance	6
Motor imagery-based brain-computer interfaces: an exploration of multiclass motor imagery-based control for Emotiv EPOC X	6
suMRak: a multi-tool solution for preclinical brain MRI data analysis	6
A System-on-Chip Based Hybrid Neuromorphic Compute Node Architecture for Reproducible Hyper-Real-Time Simulations of Spiking Neural Networks	6
Comparing the Performance of Two Radiomic Models to Predict Progression and Progression Speed of White Matter Hyperintensities	6
Panama: An Open-Source Educational App for Ion Channel Biophysics Simulation	6
SparNet: A Convolutional Neural Network for EEG Space-Frequency Feature Learning and Depression Discrimination	6
Single Image-Based Vignetting Correction for Improving the Consistency of Neural Activity Analysis in 2-Photon Functional Microscopy	6
A generalized deep learning network for fractional anisotropy reconstruction: Application to epilepsy and multiple sclerosis	6
Extended Invariant Information Clustering Is Effective for Leave-One-Site-Out Cross-Validation in Resting State Functional Connectivity Modeling	6
A Robust Modular Automated Neuroimaging Pipeline for Model Inputs to TheVirtualBrain	6
Improving the detection of sleep slow oscillations in electroencephalographic data	6
Functional MRI study of feedback-based reinforcement learning in depression	6
M3: using mask-attention and multi-scale for multi-modal brain MRI classification	6
Evaluation of an English language phoneme-based imagined speech brain computer interface with low-cost electroencephalography	6
An enhanced deep deterministic policy gradient algorithm for intelligent control of robotic arms	6
Early detection of mild cognitive impairment through neuropsychological tests in population screenings: a decision support system integrating ontologies and machine learning	5
Modeling Neurodegeneration in silico With Deep Learning	5
Maximum likelihood-based estimation of diffusion coefficient is quick and reliable method for analyzing estradiol actions on surface receptor movements	5
The image and data archive at the laboratory of neuro imaging	5
Identifying natural inhibitors against FUS protein in dementia through machine learning, molecular docking, and dynamics simulation	5
A fast and robust hippocampal subfields segmentation: HSF revealing lifespan volumetric dynamics	5
Editorial: Brain Modeling of Neurogenerative Disorders	5
Efficient federated learning for distributed neuroimaging data	5
TReC: Transferred ResNet and CBAM for Detecting Brain Diseases	5
The Case for Optimized Edge-Centric Tractography at Scale	5
Effects of individualized brain anatomies and EEG electrode positions on inferred activity of the primary auditory cortex	5
Microglial morphometric analysis: so many options, so little consistency	5
Domain adaptation for EEG-based, cross-subject epileptic seizure prediction	5
BrainQuake: An Open-Source Python Toolbox for the Stereoelectroencephalography Spatiotemporal Analysis	5
Artificial intelligence role in advancement of human brain connectome studies	5

Test-retest reliability of peak location in the sensorimotor network of resting state fMRI for potential rTMS targets	5
Brain MRI sequence and view plane identification using deep learning	5
Enhancing human activity recognition for the elderly and individuals with disabilities through optimized Internet-of-Things and artificial intelligence integration with advanced neural networks	5
Non-stationary neural signal to image conversion framework for image-based deep learning algorithms	4
A Spiking Neural Network Builder for Systematic Data-to-Model Workflow	4
Exploring white matter dynamics and morphology through interactive numerical phantoms: the White Matter Generator	4
DR-IIXRN : Detection Algorithm of Diabetic Retinopathy Based on Deep Ensemble Learning and Attention Mechanism	4
LaminaRGeneVis: A Tool to Visualize Gene Expression Across the Laminar Architecture of the Human Neocortex	4
Intradialytic hypotension prediction using covariance matrix-driven whale optimizer with orthogonal structure-assisted extreme learning machine	4
Review of Generative Adversarial Networks in mono- and cross-modal biomedical image registration	4
Editorial: Advanced EEG analysis techniques for neurological disorders	4
Deep Learning in Large and Multi-Site Structural Brain MR Imaging Datasets	4
Software tool for visualization of a probabilistic map of the epileptogenic zone from seizure semiologies	4
ProbeInterface: A Unified Framework for Probe Handling in Extracellular Electrophysiology	4
Reproducible supervised learning-assisted classification of spontaneous synaptic waveforms with Eventer	4
Mitigating Computer Limitations in Replicating Numerical Simulations of a Neural Network Model With Hodgkin-Huxley-Type Neurons	4
Quantitative assessment of neurodevelopmental maturation: a comprehensive systematic literature review of artificial intelligence-based brain age prediction in pediatric populations	4
NIDM-Terms: community-based terminology management for improved neuroimaging dataset descriptions and query	4
The EBRAINS Hodgkin-Huxley Neuron Builder: An online resource for building data-driven neuron models	4
Video-based marker-free tracking and multi-scale analysis of mouse locomotor activity and behavioral aspects in an open field arena: A perspective approach to the quantification of complex gait distur	4
A Hybrid Deep Learning Method for Early and Late Mild Cognitive Impairment Diagnosis With Incomplete Multimodal Data	4
Harmonizing AI governance regulations and neuroinformatics: perspectives on privacy and data sharing	4
vol2Brain: A New Online Pipeline for Whole Brain MRI Analysis	4
An accessible and versatile deep learning-based sleep stage classifier	4
Comparison of CNN-Learned vs. Handcrafted Features for Detection of Parkinson's Disease Dysgraphia in a Multilingual Dataset	4
LLRHNet: Multiple Lesions Segmentation Using Local-Long Range Features	4
Digitoids: a novel computational platform for mimicking oxygen-dependent firing of neurons in vitro	4
Commentary: Accelerating spiking neural network simulations with PymoNNto and PymoNNtorch	4
The Locare workflow: representing neuroscience data locations as geometric objects in 3D brain atlases	4
NeuroWRAP: integrating, validating, and sharing neurodata analysis workflows	4
Brian2CUDA: Flexible and Efficient Simulation of Spiking Neural Network Models on GPUs	4
Bridging neuroscience and AI: a survey on large language models for neurological signal interpretation	4
Neural network system for analyzing statistical factors of patients for predicting the survival of dental implants	4
Expected affine: A registration method for damaged section in serial sections electron microscopy	4
NeuroDecodeR: a package for neural decoding in R	4
The pursuit of approaches to federate data to accelerate Alzheimer’s disease and related dementia research: GAAIN, DPUK, and ADDI	4
Retraction: NeuroSuites: an online platform for running neuroscience, statistical, and machine learning tools	3
Learning the heterogeneous representation of brain's structure from serial SEM images using a masked autoencoder	3
Embedding Functional Brain Networks in Low Dimensional Spaces Using Manifold Learning Techniques	3
An enhanced ant colony optimizer with Cauchy-Gaussian fusion and novel movement strategy for multi-threshold COVID-19 X-ray image segmentation	3
Deploying and Optimizing Embodied Simulations of Large-Scale Spiking Neural Networks on HPC Infrastructure	3
JUN and PDGFRA as Crucial Candidate Genes for Childhood Autism Spectrum Disorder	3
Harmonizing data on correlates of sleep in children within and across neurodevelopmental disorders: lessons learned from an Ontario Brain Institute cross-program collaboration	3
In silico analyses of the involvement of GPR55, CB1R and TRPV1: response to THC, contribution to temporal lobe epilepsy, structural modeling and updated evolution	3
A scoping review of mathematical models covering Alzheimer's disease progression	3
An optimized framework for processing multicentric polysomnographic data incorporating expert human oversight	3
On the Minimal Amount of EEG Data Required for Learning Distinctive Human Features for Task-Dependent Biometric Applications	3
Enabling uncertainty estimation in neural networks through weight perturbation for improved Alzheimer's disease classification	3
Fireworks explosion boosted Harris Hawks optimization for numerical optimization: Case of classifying the severity of COVID-19	3
Neuromorphic-P2M: processing-in-pixel-in-memory paradigm for neuromorphic image sensors	3
Establishing a nomogram to predict refracture after percutaneous kyphoplasty by logistic regression	3
Application value of a deep learning method based on a 3D V-Net convolutional neural network in the recognition and segmentation of the auditory ossicles	3
VAE deep learning model with domain adaptation, transfer learning and harmonization for diagnostic classification from multi-site neuroimaging data	3
Optimizing neuroscience data management by combining REDCap, BIDS and SQLite: a case study in Deep Brain Stimulation	3
Modeling Brain Volume Using Deep Learning-Based Physical Activity Features in Patients With Dementia	3
Novel methods for elucidating modality importance in multimodal electrophysiology classifiers	3
Comparing feature selection and machine learning approaches for predicting CYP2D6 methylation from genetic variation	3
A Programmable Ontology Encompassing the Functional Logic of the Drosophila Brain	3
Automatic segmentation of hemorrhagic transformation on follow-up non-contrast CT after acute ischemic stroke	3
A Waveform-Independent Measure of Recurrent Neural Activity	3