Review
Published
Digital health meets Parkinson’s disease: a bibliometric exploration of wearable sensors research and emerging frontiers (2005–2026)
Lan Xiong
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1937585
Library
Articles
Every article on Frontiers is peer reviewed, permanently archived and free to read.
Showing 50 articles
Review
Published
Transformers for fMRI analysis: from spatiotemporal modeling to brain foundation models
Xiaomin Yang · Yue Li · Xue Zhang · Bocheng Wang
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1869687
Original Research
Published
BVLab-analyzer: a unified visual toolbox for terabyte-scale whole-brain cell detection, neuron reconstruction, and vascular network extraction
Ying Hu · Xiaojun Wang · Pei Sun · Yuan Shen · Tingwei Quan
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1925112
Original Research
Published
Natural language processing for suicidal behavior detection in short Spanish clinical notes from first-contact interviews
Juan Carlos Villagomez-Garcia · Juan Martínez-Miranda · Ansel Y. Rodríguez-González
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1919962
Original Research
Published
Safety of lecanemab in real-world patients with Alzheimer’s disease: a prospective, observational case series supported by FAERS signal analysis
Haixia Ji · Yang Yang · Xingqi Wu · Erhao Bao
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1977226
Methods
Published
From pose estimation accuracy to motor biomarker reliability: a reliability-centred evaluation framework for markerless movement analysis
Valentin Fernandez · Khabiba Abdiyeva · Sébastien Brot · Luis Perreira de Almeida · Afsaneh Gaillard · Christine Fernandez-Maloigne
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1790241
Original Research
Published
CLSP-REQA : a real-time quality-aware closed-loop seizure prediction framework with Mamba-BiLSTM and confidence-gated intervention
Mufeng Chen · Qi Wu · Bingchao Huang · Xiwen Lai · Zekai Chen · Xinge Ouyang · Quansheng Ren
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1888743
Original Research
Published
Window leakage in clinical EEG machine learning: matched subject-independent evaluation across ADHD and Parkinson cohorts
Burak Aggul
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1930795
Original Research
Published
Irreversible functional network deformation induced by preprocessing scheme order in multivariate EEG recordings
J. Daniel Arzate-Mena · Paola V. Olguín-Rodríguez · Maria Corsi-Cabrera · Erik A. López-Alvarado · Markus F. Müller
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1907920
Original Research
Published
NeuroFAIR curator: an AI-assisted framework for metadata enrichment, quality screening, curation prioritization, and FAIR readiness of brain tumor MRI data
Faizan Ullah · Zaheer Abbas · Mohmmad Abrar · Farhan Amin · N. Jon Shah
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1907796
Hypothesis and Theory
Published
Toward FIAP ® -Digital: an interpretable multimodal AI architecture for translational stratification and precision care in Autism
Yves Fuamba
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1868068
Original Research
Published
Montage-guided fusion network for long-term scalp electroencephalography seizure detection
Hongtao Yin · Xin Yin
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1942480
Original Research
Published
Interpretable AI for neural signal decoding in dementia: an EEG ensemble approach to differential diagnosis
Fawad Muhammad · Irfan Ahmed Usmani · Muhammad Aamir · Mai Alduailij · Mehrez Marzougui · Rab Nawaz
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1902549
Original Research
Published
Interpretable self-supervised transformers for resting-state EEG analysis in Alzheimer's disease
Syeda Shamaila Zareen · Nada Alzaben · Usman Ahmad · Talha Mahboob Alam · Asaad Algarni · Junsong Wang
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1899573
Technology and Code
Published
ABCDscores: an R package for computing summary scores in the ABCD Study®
Le Zhang · Olivier Celhay · Biplabendu Das · Samantha Berman · Laura R. Ziemer · Calen J. Smith · Shermaine Abad · Anders M. Dale · Janosch Linkersdörfer
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1858950
Original Research
Published
EEG-fNIRS self-supervised emotion recognition method based on dual-stream Siamese network
YuGuo Wang · Honglin Wang · Ze Wang · Yan Wu
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1894506
Original Research
Published
The role of inhibition in modeling decision making with spiking neural networks
Bartłomiej Król-Józaga · Peter Duggins · Anna Broniec-Wójcik · Szymon Wichary
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1854811
Correction
Published
Correction: Reliability and diagnostic performance of an automated MRI-based classifier compared with radiologists in Alzheimer's disease
Nurmakhan Zholshybek · Elnora Abdurakhmanova · Almas Bimakhan · Dinara Jumadilova · Zhanibek Baiturlin · Joseph Almazan · Srinivasa Rao Bolla
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1946431
Original Research
Published
Automatic coarse-to-fine AC-PC localization on CT using registration-guided 3D-UNets
Sharada Kadaba Sridhar · Alyssa Eastman · Peter Wilson · Shubhendu Mishra · Charles Broadbent · Chip Truwit · Rui Kuang · Uzma Samadani
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1853412
Original Research
Published
Explainable 3D vision transformer framework for detecting brain anomalies in neuropsychiatric subtypes of Parkinson's disease
Carlos Jiménez-Farfán · Alisson Constantine-Macias · Isaac León · Juan Pisco-Jordán · Luis Ramos-Pozo · Enrique Pelaez · Ana Tapia-Rosero · Edwin Valarezo-Añazco · Ignacio Obeso · Ana Briones-Chonillo · Maria José Miranda · Luis Yepez-Guerra · Francis R. Loayza
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1810223
Methods
Published
ASCT: a pipeline for standardized analysis of MEG/EEG directional connectivity. Practical guidelines for applications of source-based Directed Transfer Function
Miroslaw Wyczesany · Sara Spadone · Tomasz Górski · Adam Łabaza · Michal Domagala · Maciej Kaminski · Tomasz S. Ligeza · Paolo Capotosto · Thomas Kroker · Markus Junghöfer · Stefania Della Penna
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1791461
Original Research
Published
Predicting vasovagal syncope during head-up tilt test: three machine learning approaches
Matjaž Klemenc · Daniel Pellarini · Aleš Papič · Pavlin G. Poličar · Dejan Štepec · Zoran Bosnić
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1740746
Original Research
Published
Decoding basal ganglia motor circuit dysfunction from handwriting: a physics-informed neural signal interpretation framework for Parkinson's disease screening
Krishnan Batri · S. Lakshmi · Salabat Khan · Zeshan Iqbal · Mohammad Alhefdi · Ghada Atteia · Sivaram Murugan
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1814920
Original Research
Published
FUSION-AD: interpretable AI framework for risk assessment and subgroup discovery in Alzheimer's disease
Abid Iqbal · Saad Arif · Ghassan Husnain · Sarra Ayouni
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1799307
Methods
Published
A 3D-printed phantom to validate subject orientation in 3D imaging and recordings
Guillaume Jean-Paul Claude Becq · Olivier Montigon · Sarvenaz Keshmiri · Aurélien Delphin · Paul Galloux · Hervé Mathieu · Benjamin Lemasson · Emmanuel L. Barbier
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1613151
Technology and Code
Published
IntegriLAB: a blockchain-enabled electronic lab notebook for reproducible neuroimaging research
Rubaida Easmin · Mattia Veronese · Paul Allen · Giovanna Nordio · Federico Turkheimer
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1753937
Original Research
Published
Long-range correlations in alpha-band of electroencephalogram: a nonlinear embedding and detrended fluctuation analysis
Dasari Shivakumar · Cota Navin Gupta · Budhaditya Hazra
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1823408
Original Research
Published
A high-resolution dataset of mouse brain vasculature for deep learning-based reconstruction
Xinwei Du · Shijun Li · Xiaojun Wang · Yuan Shen · Tingwei Quan
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1809341
Original Research
Published
Reliability and diagnostic performance of an automated MRI-based classifier compared with radiologists in Alzheimer’s disease
Nurmakhan Zholshybek · Elnora Abdurakhmanova · Almas Bimakhan · Dinara Jumadilova · Zhanibek Baiturlin · Joseph Almazan · Srinivasa Rao Bolla
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1821249
Editorial
Published
Editorial: Multimodal brain data integration and computational modeling
Jony Sheynin · Maryam Naseri · Alejandro Luis Callara
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1838147
Original Research
Published
A deep learning based NeuroFusionNet approach for automated brain tumor diagnosis from MRI
Omara Mustafa · Salem Alhatamleh · Hamad Yahia Abu Mhanna · Abdallah Almahmoud · Rami Malkawi · Majd Malkawi · Abdel-Baset Bani Yaseen · Hanan Fawaz Akhdar · Hatem Malkawi · Fatimah Maashey · Latifah Alghulayqah · Mohammad Amin
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1795354
Methods
Published
BrainInsights: a comprehensive framework for pre-processing, analysis, and interpretation of neuroimaging data using traditional statistics and machine learning
Mageshwar Selvakumar · Andrea Mendez Torrijos · Laura Cristina Konerth · Stefanie Horndasch · Raja Atreya · Arnd Doerfler · Georg Schett · Juergen Rech · Andreas Hess
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1760583
Original Research
Published
Discrete wavelet transform-driven optimized deep learning-based framework for dyslexia detection using EEG signals
Tabassum Gull Jan · Sajad Mohammad Khan · Sajid Yousuf Bhat · Zaid Ahmad Wani · Syed Immamul Ansarullah · Sami Alshmrany · Shafat Khan
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1765088
Correction
Published
Correction: A Physics Informed Neural Network (PINN) framework for fractional order modeling of Alzheimer's disease
Adnan Mehmood · Muhammad Farman · Farkhanda Afzal · Kottakkaran Sooppy Nisar · Mohammed Altaf Ahmed · Mohamed Hafez
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1821637
Original Research
Published
CycleGAN models show consistent brain MRI synthesis across datasets supporting downstream tissue characterization in multiple sclerosis
Shayan Shahrokhi · Olayinka Oladosu · Rehman Tariq · Yunyan Zhang
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1762794
Original Research
Published
A Physics Informed Neural Network (PINN) framework for fractional order modeling of Alzheimer's disease
Adnan Mehmood · Muhammad Farman · Farkhanda Afzal · Kottakkaran Sooppy Nisar · Mohammed Altaf Ahmed · Mohamed Hafez
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1748481
Editorial
Published
Editorial: Machine learning algorithms for brain imaging: new frontiers in neurodiagnostics and treatment
Avinash Tandle · Shailesh Appukuttan · Hamed Honari
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1794013
Original Research
Published
Macular: a multi-scale simulation platform for the retina and the primary visual system
Bruno Cessac · Erwan Demairy · Jérôme Emonet · Evgenia Kartsaki · Thibaud Kloczko · Côme Le Breton · Nicolas Niclausse · Selma Souihel · Jean-Luc Szpyrka · Julien Wintz
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1726374
Opinion
Published
On the need for abstract, deep reinforcement learning models in neuroscience
Santina Duarte · Xena Al-Hejji · Edgar Bermudez Contreras · Eric Chalmers
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1729805
Original Research
Published
Computational reconstruction of evolutionary selection in human brain networks
Lukasz Piszczek · Clara Fazzari · Sophia Ulonska · Katja Bühler · Wulf Haubensak
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1623174
Original Research
Published
SynSpine: an automated workflow for the generation of longitudinal spinal cord synthetic MRI data
Marco Ganzetti · Paola Valsasina · Frederik Barkhof · Maria A. Rocca · Massimo Filippi · Ferran Prados · Licinio Craveiro
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1649440
Original Research
Published
Assessing the eligibility of Brainomix e-ASPECTS for acute stroke imaging
Mateusz Dorochowicz · Arkadiusz Kacała · Michał Puła · Adrian Korbecki · Aleksandra Kosikowska · Aleksandra Tołkacz · Anna Zimny · Maciej Guziński
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1668395
Original Research
Published
Enhancing dementia and cognitive decline detection with large language models and speech representation learning
Karol Chlasta · Piotr Struzik · Grzegorz M. Wójcik
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1679664
Original Research
Published
CNN-based framework for Alzheimer's disease detection from EEG via dynamic mode decomposition
Jacob Kang · Hunseok Kang · Jong-Hyeon Seo
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1706099
Original Research
Published
Cross-modal privacy-preserving synthesis and mixture-of-experts ensemble for robust ASD prediction
J. Revathy · Karthiga M.
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1679196
Editorial
Published
Editorial: Women pioneering neuroinformatics and neuroscience-related machine learning, 2024
Rositsa Paunova · Alice Geminiani
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1724386
Original Research
Published
Information-theoretic gradient flows in mouse visual cortex
Erik D. Fagerholm · Hirokazu Tanaka · Milan Brázdil
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1700481
Neuroscience
Published
Speech pattern disorders in verbally fluent individuals with autism spectrum disorder: a machine learning analysis
Chuanbo Hu · Jacob Thrasher · Wenqi Li · Mindi Ruan · Xiangxu Yu · Lynn K. Paul · Shuo Wang · Xin Li
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1647194