Frontiers in Neuroinformatics

Volume 19 - 2025

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

1,578 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

951 views
1 citation

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

2,066 views
1 citation

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

1,175 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

1,229 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

1,029 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

1,258 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

1,325 views
1 citation

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

1,077 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

3,415 views
1 citation

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

1,867 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

1,118 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

2,060 views

Original Research

Published on 20 Dec 2024

hvEEGNet: a novel deep learning model for high-fidelity EEG reconstruction

Giulia Cisotto
Alberto Zancanaro
Italo F. Zoppis
Sara L. Manzoni

Frontiers in Neuroinformatics

doi 10.3389/fninf.2024.1459970

1,525 views
2 citations

Original Research

Published on 20 Dec 2024

Classification of ROI-based fMRI data in short-term memory tasks using discriminant analysis and neural networks

Magdalena Fafrowicz
Marcin Tutajewski
Igor Sieradzki
Jeremi K. Ochab
Anna Ceglarek-Sroka
Koryna Lewandowska
Tadeusz Marek
Barbara Sikora-Wachowicz
Igor T. Podolak
Paweł Oświęcimka

Frontiers in Neuroinformatics

doi 10.3389/fninf.2024.1480366

1,225 views

Editorial

Published on 20 Dec 2024

Editorial: Emerging trends in large-scale data analysis for neuroscience research

Farouk S. Nathoo
Olave E. Krigolson
Fang Wang

Frontiers in Neuroinformatics

doi 10.3389/fninf.2024.1538787

889 views