Frontiers in Neuroinformatics

Volume 19 - 2025

Original Research

Published on 28 Feb 2025

Impact of interferon-β and dimethyl fumarate on nonlinear dynamical characteristics of electroencephalogram signatures in patients with multiple sclerosis

Christopher Ivan Hernandez
Natalia Afek
Magda Gawłowska
Paweł Oświęcimka
Magdalena Fafrowicz
Agnieszka Slowik
Marcin Wnuk
Monika Marona
Klaudia Nowak
Kamila Zur-Wyrozumska

Frontiers in Neuroinformatics

doi 10.3389/fninf.2025.1519391

105 views

Original Research

Published on 27 Feb 2025

Effect of natural and synthetic noise data augmentation on physical action classification by brain–computer interface and deep learning

Yuri Gordienko
Nikita Gordienko
Vladyslav Taran
Anis Rojbi
Sergii Telenyk
Sergii Stirenko

Frontiers in Neuroinformatics

doi 10.3389/fninf.2025.1521805

191 views

Original Research

Published on 19 Feb 2025

An action decoding framework combined with deep neural network for predicting the semantics of human actions in videos from evoked brain activities

Yuanyuan Zhang
Manli Tian
Baolin Liu

Frontiers in Neuroinformatics

doi 10.3389/fninf.2025.1526259

164 views

Original Research

Published on 17 Feb 2025

Contrastive self-supervised learning for neurodegenerative disorder classification

Vadym Gryshchuk
Devesh Singh
Stefan Teipel
Martin Dyrba
the ADNI, AIBL, FTLDNI study groups

Frontiers in Neuroinformatics

doi 10.3389/fninf.2025.1527582

386 views

Original Research

Accepted on 12 Feb 2025

Challenges and Opportunities of FAIR Brain Data in Africa

Eberechi Wogu
George Ogoh
Patrick Filima
Barisua Nsaanee
Bradley Caron
Franco Pestilli
Damian Eke

Frontiers in Neuroinformatics

doi 10.3389/fninf.2025.1530445

Original Research

Published on 12 Feb 2025

Quantitative evaluation method of stroke association based on multidimensional gait parameters by using machine learning

Cheng Wang
Zhou Long
Xiang-Dong Wang
You-Qi Kong
Li-Chun Zhou
Wei-Hua Jia
Pei Li
Jing Wang
Xiao-Juan Wang
Tian Tian

Frontiers in Neuroinformatics

doi 10.3389/fninf.2025.1544372

292 views

Brief Research Report

Published on 10 Feb 2025

The classification of absence seizures using power-to-power cross-frequency coupling analysis with a deep learning network

A.V. Medvedev
B. Lehmann

Frontiers in Neuroinformatics

doi 10.3389/fninf.2025.1513661

384 views

Original Research

Accepted on 05 Feb 2025

Developing a Multiscale Neural Connectivity Knowledgebase of the Autonomic Nervous System

Fahim T Imam
Thomas H Gillespie
Ilias Ziogas
Monique C Surles-Zeigler
Susan Tappan
Burak I Ozyurt
Jyl Boline
Bernard De Bono
Jeffrey S Grethe
Maryann E Martone

Frontiers in Neuroinformatics

doi 10.3389/fninf.2025.1541184

105 views

Original Research

Published on 29 Jan 2025

Enhanced heart sound anomaly detection via WCOS: a semi-supervised framework integrating wavelet, autoencoder and SVM

Peipei Zeng
Shuimiao Kang
Fan Fan
Jiyuan Liu

Frontiers in Neuroinformatics

doi 10.3389/fninf.2025.1530047

353 views

Editorial

Published on 16 Jan 2025

Editorial: Recent applications of noninvasive physiological signals and artificial intelligence

Irma N. Angulo
Eduardo Iáñez
Andres Ubeda

Frontiers in Neuroinformatics

doi 10.3389/fninf.2025.1543103

542 views

Volume 18 - 2024

Original Research

Published on 05 Feb 2025

Identifying natural inhibitors against FUS protein in dementia through machine learning, molecular docking, and dynamics simulation

Darwin Li

Frontiers in Neuroinformatics

doi 10.3389/fninf.2024.1439090

468 views

Original Research

Published on 15 Jan 2025

Power spectral analysis of voltage-gated channels in neurons

Christophe Magnani
Lee E. Moore

Frontiers in Neuroinformatics

doi 10.3389/fninf.2024.1472499

470 views

Original Research

Published on 07 Jan 2025

Deep CNN ResNet-18 based model with attention and transfer learning for Alzheimer's disease detection

Sofia Biju Francis
Jai Prakash Verma

Frontiers in Neuroinformatics

doi 10.3389/fninf.2024.1507217

1,222 views

Methods

Published on 07 Jan 2025

The Multicentre Acute ischemic stroke imaGIng and Clinical data (MAGIC) repository: rationale and blueprint

Hakim Baazaoui
Stefan T. Engelter
Henrik Gensicke
Lukas S. Enz
Marios Psychogios
Matthias Mutke
Patrik Michel
Davide Strambo
Alexander Salerno
Henk A. Marquering

Frontiers in Neuroinformatics

doi 10.3389/fninf.2024.1508161

893 views

Editorial

Published on 07 Jan 2025

Editorial: Protecting privacy in neuroimaging analysis: balancing data sharing and privacy preservation

Rashid Mehmood
Mariana Lazar
Xiaohui Liang
Juan M. Corchado
Simon See

Frontiers in Neuroinformatics

doi 10.3389/fninf.2024.1543121

434 views

Original Research

Published on 03 Jan 2025

Leveraging deep learning for robust EEG analysis in mental health monitoring

Zixiang Liu
Juan Zhao

Frontiers in Neuroinformatics

doi 10.3389/fninf.2024.1494970

739 views

Navigation group

Volumes

Volume 19 - 2025

Impact of interferon-β and dimethyl fumarate on nonlinear dynamical characteristics of electroencephalogram signatures in patients with multiple sclerosis

Effect of natural and synthetic noise data augmentation on physical action classification by brain–computer interface and deep learning

An action decoding framework combined with deep neural network for predicting the semantics of human actions in videos from evoked brain activities

Contrastive self-supervised learning for neurodegenerative disorder classification

Challenges and Opportunities of FAIR Brain Data in Africa

Quantitative evaluation method of stroke association based on multidimensional gait parameters by using machine learning

The classification of absence seizures using power-to-power cross-frequency coupling analysis with a deep learning network

Developing a Multiscale Neural Connectivity Knowledgebase of the Autonomic Nervous System

Enhanced heart sound anomaly detection via WCOS: a semi-supervised framework integrating wavelet, autoencoder and SVM

Editorial: Recent applications of noninvasive physiological signals and artificial intelligence

Volume 18 - 2024

Identifying natural inhibitors against FUS protein in dementia through machine learning, molecular docking, and dynamics simulation

Power spectral analysis of voltage-gated channels in neurons

Deep CNN ResNet-18 based model with attention and transfer learning for Alzheimer's disease detection

The Multicentre Acute ischemic stroke imaGIng and Clinical data (MAGIC) repository: rationale and blueprint

Editorial: Protecting privacy in neuroimaging analysis: balancing data sharing and privacy preservation

Leveraging deep learning for robust EEG analysis in mental health monitoring