Frontiers in Neuroinformatics

Article	Citations
A multi-head self-attention deep learning approach for detection and recommendation of neuromagnetic high frequency oscillations in epilepsy	103
Chronic jet lag-like conditions dysregulate molecular profiles of neurological disorders in nucleus accumbens and prefrontal cortex	98
Editorial: Innovative methods for sleep staging using neuroinformatics	83
The quest to share data	73
Epileptic brain imaging by source localization CLARA supported by ictal-based semiology and VEEG in resource-limited settings	50
FN-OCT: Disease Detection Algorithm for Retinal Optical Coherence Tomography Based on a Fusion Network	47
Intra-V1 functional networks and classification of observed stimuli	46
hvEEGNet: a novel deep learning model for high-fidelity EEG reconstruction	42
versaFlow: a versatile pipeline for resolution adapted diffusion MRI processing and its application to studying the variability of the PRIME-DE database	39
Predicting the clinical prognosis of acute ischemic stroke using machine learning: an application of radiomic biomarkers on non-contrast CT after intravascular interventional treatment	38
A computational model of Alzheimer's disease at the nano, micro, and macroscales	37
Editorial: Neuroinformatics of large-scale brain modelling	34
Detection of pulmonary embolism severity using clinical characteristics, hematological indices, and machine learning techniques	32
Systems Neuroscience Computing in Python (SyNCoPy): a python package for large-scale analysis of electrophysiological data	30
State-dependent modulation of thalamocortical oscillations by gamma light flicker with different frequencies, intensities, and duty cycles	28
A standardized accelerometry method for characterizing tremor: Application and validation in an ageing population with postural and action tremor	28
Finding the limits of deep learning clinical sensitivity with fractional anisotropy (FA) microstructure maps	27
Unsupervised method for representation transfer from one brain to another	26
Multiple sclerosis and breast cancer risk: a meta-analysis of observational and Mendelian randomization studies	26
Erratum: Mapping and validating a point neuron model on Intel's neuromorphic hardware Loihi	24
A neuronal imaging dataset for deep learning in the reconstruction of single-neuron axons	23
Correction: Transdiagnostic clustering of self-schema from self-referential judgements identifies subtypes of healthy personality and depression	21
Efficient Simulation of 3D Reaction-Diffusion in Models of Neurons and Networks	21
Tracking axon initial segment plasticity using high-density microelectrode arrays: A computational study	21
Transdiagnostic clustering of self-schema from self-referential judgements identifies subtypes of healthy personality and depression	20

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

Multi-Source Domain Adaptation Techniques for Mitigating Batch Effects: A Comparative Study	11
Enhanced heart sound anomaly detection via WCOS: a semi-supervised framework integrating wavelet, autoencoder and SVM	11
RealNeuralNetworks.jl: An Integrated Julia Package for Skeletonization, Morphological Analysis, and Synaptic Connectivity Analysis of Terabyte-Scale 3D Neural Segmentations	11
Editorial: Reproducible analysis in neuroscience	10
Neuroimaging article reexecution and reproduction assessment system	10
Multiscale co-simulation design pattern for neuroscience applications	10
Editorial: Navigating the landscape of FAIR data sharing and reuse: repositories, standards, and resources	10
Building a realistic, scalable memory model with independent engrams using a homeostatic mechanism	9
Impact of interferon-β and dimethyl fumarate on nonlinear dynamical characteristics of electroencephalogram signatures in patients with multiple sclerosis	9
Can micro-expressions be used as a biomarker for autism spectrum disorder?	9
Patterns of inflammation, microstructural alterations, and sodium accumulation define multiple sclerosis subtypes after 15 years from onset	9
Explainable artificial intelligence based on feature optimization for age at onset prediction of spinocerebellar ataxia type 3	9
Classification of ROI-based fMRI data in short-term memory tasks using discriminant analysis and neural networks	9
Software and pipelines for registration and analyses of rodent brain image data in reference atlas space	9
Identifying discriminative features of brain network for prediction of Alzheimer’s disease using graph theory and machine learning	9
Matlab Open Source Code: Noise-Assisted Multivariate Empirical Mode Decomposition Based Causal Decomposition for Causality Inference of Bivariate Time Series	8
FAIR in action: Brain-CODE - A neuroscience data sharing platform to accelerate brain research	8
Progressive 3D biomedical image registration network based on deep self-calibration	8
Large language models can extract metadata for annotation of human neuroimaging publications	8
Deep CNN ResNet-18 based model with attention and transfer learning for Alzheimer's disease detection	8
EPAT: a user-friendly MATLAB toolbox for EEG/ERP data processing and analysis	8
Decoding EEG rhythms offline and online during motor imagery for standing and sitting based on a brain-computer interface	8
Neural simulation pipeline: Enabling container-based simulations on-premise and in public clouds	8
A Systematic Approach for Explaining Time and Frequency Features Extracted by Convolutional Neural Networks From Raw Electroencephalography Data	8
The ROSMAP project: aging and neurodegenerative diseases through omic sciences	8
Editorial: Physical neuromorphic computing and its industrial applications	8
Introducing Region Based Pooling for handling a varied number of EEG channels for deep learning models	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
Identifying Boys With Autism Spectrum Disorder Based on Whole-Brain Resting-State Interregional Functional Connections Using a Boruta-Based Support Vector Machine Approach	8
Editorial: Recent applications of noninvasive physiological signals and artificial intelligence	8
Improving the detection of sleep slow oscillations in electroencephalographic data	7
Quantifying evoked responses through information-theoretical measures	7
Editorial: Bringing together data- and knowledge-driven solutions for a better understanding and effective diagnostics of neurological disorders	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
Panama: An Open-Source Educational App for Ion Channel Biophysics Simulation	7
Multi illumination color constancy based on multi-scale supervision and single-scale estimation cascade convolution neural network	7
Efficient parameter calibration and real-time simulation of large-scale spiking neural networks with GeNN and NEST	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
Brain subnetworks most sensitive to alterations of functional connectivity in Schizophrenia: a data-driven approach	7
Sensitivity analysis of a mathematical model of Alzheimer's disease progression unveils important causal pathways	7
Differential processing of intrinsic vs. extrinsic coordinates in wrist movement: connectivity and chronometry perspectives	7
A Robust Modular Automated Neuroimaging Pipeline for Model Inputs to TheVirtualBrain	7
Assessing the Reliability of Template-Based Clustering for Tractography in Healthy Human Adults	7
A new machine learning model for predicting severity prognosis in patients with pulmonary embolism: Study protocol from Wenzhou, China	7
BIDScoin: A User-Friendly Application to Convert Source Data to Brain Imaging Data Structure	7
Improving EEG classification of alcoholic and control subjects using DWT-CNN-BiGRU with various noise filtering techniques	7
A System-on-Chip Based Hybrid Neuromorphic Compute Node Architecture for Reproducible Hyper-Real-Time Simulations of Spiking Neural Networks	6
Evaluation of an English language phoneme-based imagined speech brain computer interface with low-cost electroencephalography	6
Functional MRI study of feedback-based reinforcement learning in depression	6
An enhanced deep deterministic policy gradient algorithm for intelligent control of robotic arms	6
The Case for Optimized Edge-Centric Tractography at Scale	6
Test-retest reliability of peak location in the sensorimotor network of resting state fMRI for potential rTMS targets	6
A generalized deep learning network for fractional anisotropy reconstruction: Application to epilepsy and multiple sclerosis	6
SparNet: A Convolutional Neural Network for EEG Space-Frequency Feature Learning and Depression Discrimination	6
M3: using mask-attention and multi-scale for multi-modal brain MRI classification	6
Maximum likelihood-based estimation of diffusion coefficient is quick and reliable method for analyzing estradiol actions on surface receptor movements	6
Efficient federated learning for distributed neuroimaging data	6
The image and data archive at the laboratory of neuro imaging	6
Modernizing the NEURON Simulator for Sustainability, Portability, and Performance	6
suMRak: a multi-tool solution for preclinical brain MRI data analysis	6
Motor imagery-based brain-computer interfaces: an exploration of multiclass motor imagery-based control for Emotiv EPOC X	6
Single Image-Based Vignetting Correction for Improving the Consistency of Neural Activity Analysis in 2-Photon Functional Microscopy	6
BrainQuake: An Open-Source Python Toolbox for the Stereoelectroencephalography Spatiotemporal Analysis	6
Artificial intelligence role in advancement of human brain connectome studies	6
Deep Learning in Large and Multi-Site Structural Brain MR Imaging Datasets	5
vol2Brain: A New Online Pipeline for Whole Brain MRI Analysis	5
Early detection of mild cognitive impairment through neuropsychological tests in population screenings: a decision support system integrating ontologies and machine learning	5
Identifying natural inhibitors against FUS protein in dementia through machine learning, molecular docking, and dynamics simulation	5
Comparison of CNN-Learned vs. Handcrafted Features for Detection of Parkinson's Disease Dysgraphia in a Multilingual Dataset	5
Neural network system for analyzing statistical factors of patients for predicting the survival of dental implants	5
Reproducible supervised learning-assisted classification of spontaneous synaptic waveforms with Eventer	5
Software tool for visualization of a probabilistic map of the epileptogenic zone from seizure semiologies	5
The EBRAINS Hodgkin-Huxley Neuron Builder: An online resource for building data-driven neuron models	5
Exploring white matter dynamics and morphology through interactive numerical phantoms: the White Matter Generator	5
ProbeInterface: A Unified Framework for Probe Handling in Extracellular Electrophysiology	5
Microglial morphometric analysis: so many options, so little consistency	5
Brain MRI sequence and view plane identification using deep learning	5
A fast and robust hippocampal subfields segmentation: HSF revealing lifespan volumetric dynamics	5

LaminaRGeneVis: A Tool to Visualize Gene Expression Across the Laminar Architecture of the Human Neocortex	5
The pursuit of approaches to federate data to accelerate Alzheimer’s disease and related dementia research: GAAIN, DPUK, and ADDI	5
Commentary: Accelerating spiking neural network simulations with PymoNNto and PymoNNtorch	5
NeuroWRAP: integrating, validating, and sharing neurodata analysis workflows	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
Editorial: Brain Modeling of Neurogenerative Disorders	5
Domain adaptation for EEG-based, cross-subject epileptic seizure prediction	5
Effects of individualized brain anatomies and EEG electrode positions on inferred activity of the primary auditory cortex	5
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	5
LLRHNet: Multiple Lesions Segmentation Using Local-Long Range Features	5
Digitoids: a novel computational platform for mimicking oxygen-dependent firing of neurons in vitro	5
Bridging neuroscience and AI: a survey on large language models for neurological signal interpretation	5
On the Minimal Amount of EEG Data Required for Learning Distinctive Human Features for Task-Dependent Biometric Applications	4
The Locare workflow: representing neuroscience data locations as geometric objects in 3D brain atlases	4
A Hybrid Deep Learning Method for Early and Late Mild Cognitive Impairment Diagnosis With Incomplete Multimodal Data	4
Review of Generative Adversarial Networks in mono- and cross-modal biomedical image registration	4
Mitigating Computer Limitations in Replicating Numerical Simulations of a Neural Network Model With Hodgkin-Huxley-Type Neurons	4
Neuromorphic-P2M: processing-in-pixel-in-memory paradigm for neuromorphic image sensors	4
Fireworks explosion boosted Harris Hawks optimization for numerical optimization: Case of classifying the severity of COVID-19	4
NIDM-Terms: community-based terminology management for improved neuroimaging dataset descriptions and query	4
Expected affine: A registration method for damaged section in serial sections electron microscopy	4
Enabling uncertainty estimation in neural networks through weight perturbation for improved Alzheimer's disease classification	4
NeuroDecodeR: a package for neural decoding in R	4
Non-stationary neural signal to image conversion framework for image-based deep learning algorithms	4
Comparing feature selection and machine learning approaches for predicting CYP2D6 methylation from genetic variation	4
Modeling Brain Volume Using Deep Learning-Based Physical Activity Features in Patients With Dementia	4
A Spiking Neural Network Builder for Systematic Data-to-Model Workflow	4
An optimized framework for processing multicentric polysomnographic data incorporating expert human oversight	4
Intradialytic hypotension prediction using covariance matrix-driven whale optimizer with orthogonal structure-assisted extreme learning machine	4
Optimizing neuroscience data management by combining REDCap, BIDS and SQLite: a case study in Deep Brain Stimulation	4
Brian2CUDA: Flexible and Efficient Simulation of Spiking Neural Network Models on GPUs	4
Learning the heterogeneous representation of brain's structure from serial SEM images using a masked autoencoder	4
Quantitative assessment of neurodevelopmental maturation: a comprehensive systematic literature review of artificial intelligence-based brain age prediction in pediatric populations	4
Editorial: Advanced EEG analysis techniques for neurological disorders	4
Novel methods for elucidating modality importance in multimodal electrophysiology classifiers	4
An enhanced ant colony optimizer with Cauchy-Gaussian fusion and novel movement strategy for multi-threshold COVID-19 X-ray image segmentation	4
Harmonizing AI governance regulations and neuroinformatics: perspectives on privacy and data sharing	4
An accessible and versatile deep learning-based sleep stage classifier	4