脑机接口 / BCI

Bayesian Model Parameter Learning in Linear Inverse Problems: Application in EEG Focal Source Imaging

Alexandra Koulouri, Ville Rimpilainen

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Quantifying Flow State Dynamics: A Prefrontal Cortex EEG-Based Model Validation Study. Unveiling the Prefrontal Cortex's Role in Flow State Experience: An Empirical EEG Analysis

Gianluca Rosso, Raffaella Ricci, Lorenzo Pia, Giovanni Rebaudo, Michele Guindani, Alberto Marocchino, Giorgio De Pieri, Andrea Filippo Rosso

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

Comments 25 pages, 8 figures, 4 tabs

Consumer-friendly EEG-based Emotion Recognition System: A Multi-scale Convolutional Neural Network Approach

Tri Duc Ly, Gia H. Ngo

机构 * VNU-HCM High School for the Gifted, Ho Chi Minh City, Vietnam School of Electrical \& Computer Engineering, Cornell University, USA 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments 29 pages, 10 figures

Synthetic ALS-EEG Data Augmentation for ALS Diagnosis Using Conditional WGAN with Weight Clipping

Abdulvahap Mutlu, Şengül Doğan, Türker Tuncer

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments The code is available on GitHub: https://github.com/abdulvahapmutlu/als-synthetic-data-augmentation-wgan

CRIA: A Cross-View Interaction and Instance-Adapted Pre-training Framework for Generalizable EEG Representations

Puchun Liu, C. L. Philip Chen, Yubin He, Tong Zhang

机构 * Guangdong Provincial Key Laboratory of AI Large Model and Intelligent Cognition（人工智能大模型与智能认知广东省重点实验室） ； School of Computer Science and Engineering（计算机科学与工程学院） ； South China University of Technology（华南理工大学） ； Pazhou Lab（琶洲实验室） ； Engineering Research Center of the Ministry of Education on Health Intelligent Perception and Paralleled Digital-Human（教育部健康智能感知与平行数字人工程研究中心） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Exploring EEG Indicators to Evaluate Listening Difficulties in Noisy Environments

Azuki Onaya, Hiroki Tanaka

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

Comments 5 pages

Exploring EEG Responses during Observation of Actions Performed by Human Actor and Humanoid Robot

Anh T. Nguyen, Ajay Anand, Michelle J. Johnson

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

Journal ref 10th IEEE RAS/EMBS International Conference for Biomedical Robotics and Biomechatronics (BioRob), Heidelberg, Germany, 2024, pp. 1795-1801

A brain-inspired generative model for EEG-based cognitive state identification

Bin Hu, Zhi-Hong Guan

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Awake at the Wheel: Enhancing Automotive Safety through EEG-Based Fatigue Detection

Gourav Siddhad, Sayantan Dey, Partha Pratim Roy, Masakazu Iwamura

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Comments 7 Pages, 2 Figure, 1 Table

Journal ref International Conference on Pattern Recognition (ICPR) 2024

Capturing Aperiodic Temporal Dynamics of EEG Signals through Stochastic Fluctuation Modeling

Yuhao Sun, Zhiyuan Ma, Xinke Shen, Jinhao Li, Guan Wang, Sen Song

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

SPEED: Scalable Preprocessing of EEG Data for Self-Supervised Learning

Anders Gjølbye, Lina Skerath, William Lehn-Schiøler, Nicolas Langer, Lars Kai Hansen

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Comments To appear in proceedings of 2024 IEEE International workshop on Machine Learning for Signal Processing

Study of Brain Connectivity by Multichannel EEG Quaternion Principal Component Analysis for Alzheimer Disease Classification

Kevin Hung, Gary Man-Tat Man, Jincheng Wang

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Comments 15 pages, 12 figures, journal original paper

From Bedside to Desktop: A Data Protocol for Normative Intracranial EEG and Abnormality Mapping

Heather Woodhouse, Sarah J. Gascoigne, Gerard Hall, Callum Simpson, Nathan Evans, Gabrielle M. Schroeder, Peter N. Taylor, Yujiang Wang

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

Evaluating tDCS Intervention Effectiveness via Functional Connectivity Network on Resting-State EEG Data in Major Depressive Disorder

Vishwani Singh, Rohit Verma, Shaurya Shriyam, Tapan K. Gandhi

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

Comments 10 pages

Unsupervised EEG-based decoding of absolute auditory attention with canonical correlation analysis

Nicolas Heintz, Tom Francart, Alexander Bertrand

机构 * KU Leuven（库勒芬大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Classification of ADHD and Healthy Children Using EEG Based Multi-Band Spatial Features Enhancement

Md Bayazid Hossain, Md Anwarul Islam Himel, Md Abdur Rahim, Shabbir Mahmood, Abu Saleh Musa Miah, Jungpil Shin

机构 * Pabna University of Science and Technology（帕布纳科学技术大学） ； The University of Aizu（会津大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

NSSI-Net: A Multi-Concept GAN for Non-Suicidal Self-Injury Detection Using High-Dimensional EEG in a Semi-Supervised Framework

Zhen Liang, Weishan Ye, Qile Liu, Li Zhang, Gan Huang, Yongjie Zhou

机构 * Shenzhen University（深圳大学） ； Guangdong Provincial Key Laboratory of Biomedical Measurements and Ultrasound Imaging（广东省生物医学测量与超声成像重点实验室） ； Shenzhen Mental Health Center/Shenzhen Kangning Hospital（深圳市精神卫生中心/深圳市康宁医院） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Beyond the Signal: Medication State Effect on EEG-Based AI models for Parkinson's Disease

Anna Kurbatskaya, Fredrik Nilsen Låder, Andreas Solvang Nese, Kolbjørn Brønnick, Alvaro Fernandez-Quilez

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Insights into Schizophrenia: Leveraging Machine Learning for Early Identification via EEG, ERP, and Demographic Attributes

Sara Alkhalifa

机构 * Imam Abdulrahman Bin Faisal University（伊玛目阿卜杜勒拉赫曼·本·费萨尔大学） ； Alhassan School（阿尔哈桑学校） ； King Fahd University of Petroleum and Minerals（法赫德国王石油与矿产大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments 12 pages, 6 figures and 2 tables

Frequency-Based Alignment of EEG and Audio Signals Using Contrastive Learning and SincNet for Auditory Attention Detection

Yuan Liao, Yuhong Zhang, Qiushi Han, Yuhang Yang, Weiwei Ding, Yuzhe Gu, Hengxin Yang, Liya Huang

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Fast $\ell_1$-Regularized EEG Source Localization Using Variable Projection

Jack Michael Solomon, Rosemary Renaut, Matthias Chung

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Music Therapy based Stress Prediction using Homological Feature Analysis on EEG Signals

Srikireddy Dhanunjay Reddy, Tharun Kumar Reddy Bollu

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Assessing a Single Student's Concentration on Learning Platforms: A Machine Learning-Enhanced EEG-Based Framework

Zewen Zhuo, Mohamad Najafi, Hazem Zein, Amine Nait-Ali

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Hybrid Brain-Machine Interface: Integrating EEG and EMG for Reduced Physical Demand

Daniel Wang, Katie Hong, Zachary Sayyah, Malcolm Krolick, Emma Steinberg, Rohan Venkatdas, Sidharth Pavuluri, Yipeng Wang, Zihan Huang

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

Comments 5 pages, 5 figures, submitted to IEEE Engineering in Medicine and Biology Conference (EMBC)

Deep EEG Super-Resolution: Upsampling EEG Spatial Resolution with Generative Adversarial Networks

Isaac Corley, Yufei Huang

机构 * University of Texas at San Antonio（德克萨斯大学圣安东尼奥分校） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

EEG Artifact Detection and Correction with Deep Autoencoders

David Aquilué-Llorens, Aureli Soria-Frisch

机构 * Starlab Barcelona S.L.（星实验室巴塞罗那有限公司） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

A Hodge-FAST Framework for High-Resolution Dynamic Functional Connectivity Analysis of Higher Order Interactions in EEG Signals

Om Roy, Yashar Moshfeghi, Jason Smith, Agustin Ibanez, Mario A. Parra, Keith M. Smith

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Neural Correlates of Augmented Reality Safety Warnings: EEG Analysis of Situational Awareness and Cognitive Performance in Roadway Work Zones

Fatemeh Banani Ardecani, Amit Kumar, Sepehr Sabeti, Omidreza Shoghli

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Journal ref Safety Science, Volume 185, May 2025, 106802

MIND-EEG: Multi-granularity Integration Network with Discrete Codebook for EEG-based Emotion Recognition

Yuzhe Zhang, Chengxi Xie, Huan Liu, Yuhan Shi, Dalin Zhang

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Exact Fit Attention in Node-Holistic Graph Convolutional Network for Improved EEG-Based Driver Fatigue Detection

Meiyan Xu, Qingqing Chen, Duo Chen, Yi Ding, Jingyuan Wang, Peipei Gu, Yijie Pan, Deshuang Huang, Xun Zhang, Jiayang Guo

机构 * Minnan Normal University（闽南师范大学） ； Nanjing University of Chinese Medicine（南京中医药大学） ； Nanyang Technological University（南洋理工大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； Zhengzhou University of Light Industry（郑州轻工业大学） ； Tsinghua University（清华大学） ； Eastern Institute of Technology（宁波工程学院） ； Ningbo Institute of Digital Twin（宁波数字孪生研究院） ； Xiamen University（厦门大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG