Frontiers in Human Neuroscience | Brain-Computer Interfaces

Original Research

Accepted on 29 Jul 2025

Ensemble learning techniques reveals multidimensional EEG feature alterations in pediatric schizophrenia

in Brain-Computer Interfaces

Ying Mao
Fang Wang
Shan Wang
Zhaowei Wang
Gang Li
Xuchen Qi
Yu SUN

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1530291

Original Research

Published on 23 Jul 2025

Associations between pre-cue parietal alpha oscillations and event related desynchronization in motor imagery-based brain-computer interface

in Brain-Computer Interfaces

Mohamed A. Mohamed
Joshua Giles
Mashael AlSaleh
Mahnaz Arvaneh

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1625127

573 views

Review

Published on 23 Jul 2025

Mind the gap: bridging ethical considerations and regulatory oversight in implantable BCI human subjects research

in Brain-Computer Interfaces

R. Bert Wilkins
Tara Coffin
Michelle Pham
Eran Klein
Megh Marathe

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1633627

1,296 views

Original Research

Published on 16 Jul 2025

A study of motor imagery EEG classification based on feature fusion and attentional mechanisms

in Brain-Computer Interfaces

Tingting Zhu
Hailin Tang
Lei Jiang
Yijia Li
Shijun Li
Zhijian Wu

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1611229

555 views

Original Research

Published on 16 Jul 2025

Classification of finger movements through optimal EEG channel and feature selection

in Brain-Computer Interfaces

Murside Degirmenci
Yilmaz Kemal Yuce
Matjaž Perc
Yalcin Isler

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1633910

603 views

Original Research

Published on 10 Jul 2025

Requirement of a complex motor task to identify neuroplastic changes in motor control of the lower extremity in patients with anterior cruciate ligament reconstruction: a fNIRS study

in Brain-Computer Interfaces

Ke Liu
Qin Zhu
Weidong Xu

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1595284

641 views

Editorial

Published on 09 Jul 2025

Editorial: Methods in brain-computer interfaces: 2023

in Brain-Computer Interfaces

Davide Borra
Ming Ma
Ester Martinez-Martin
Likun Xia

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1647584

731 views

Original Research

Published on 04 Jul 2025

Neurophysiological predictors of deep learning based unilateral upper limb motor imagery classification

in Brain-Computer Interfaces

Justin Sonntag
Lin Yu
Xilu Wang
Thomas Schack

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1617748

1,043 views

Original Research

Published on 20 Jun 2025

Deep learning-based electroencephalic decoding of the phase-lagged transcranial alternating current stimulation

in Brain-Computer Interfaces

Jeongwook Kwon
Byoung-Kyong Min

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1545726

936 views

Brief Research Report

Published on 18 Jun 2025

Predicting task performance in robot-assisted surgery using physiological stress and subjective workload: a case study with interpretable machine learning

in Brain-Computer Interfaces

Kaiqi Wei
Chika Kimura
Megumi Shimura
Yoshihiro Shimomura
Xue Zhao
Takaaki Tamura
Shinichi Sakamoto

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1611524

1,083 views

Clinical Trial

Published on 16 Jun 2025

Musical auditory feedback BCI: clinical pilot study of the Encephalophone

in Brain-Computer Interfaces

Thomas A. Deuel
James Wenlock
Alana McGovern
James Rosenthal
Juan Pampin

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1592640

1,018 views

Editorial

Published on 10 Jun 2025

Editorial: Forward and inverse solvers in multi-modal electric and magnetic brain imaging: theory, implementation, and application

in Brain-Computer Interfaces

Takfarinas Medani
Sampsa Pursiainen
Maria-Carla Piastra
Johannes Vorwerk
Richard M. Leahy

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1629489

1,026 views

Original Research

Published on 04 Jun 2025

Hybrid brain-computer interface using error-related potential and reinforcement learning

in Brain-Computer Interfaces

Aline Xavier Fidêncio
Felix Grün
Christian Klaes
Ioannis Iossifidis

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1569411

1,442 views

Editorial

Published on 03 Jun 2025

Editorial: Sensorimotor decoding: characterization and modeling for rehabilitation and assistive technologies, volume II

in Brain-Computer Interfaces

Jean Faber
Vassiliy Tsytsarev
Miguel Pais-Vieira
Tetiana Aksenova

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1619232

753 views

Original Research

Published on 21 May 2025

Multi-branch GAT-GRU-transformer for explainable EEG-based finger motor imagery classification

in Brain-Computer Interfaces

Zhuozheng Wang
Yunlong Wang

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1599960

1,208 views

Review

Published on 15 May 2025

Guiding principles and considerations for designing a well-structured curriculum for the brain-computer interface major based on the multidisciplinary nature of brain-computer interface

in Brain-Computer Interfaces

Hengyuan Yang
Tianwen Li
Lei Zhao
Yanzhao Wei
Xiaogang Chen
Jiahui Pan
Yunfa Fu

Frontiers in Human Neuroscience

doi 10.3389/fnhum.2025.1554266

1,738 views