脑机接口 / BCI - arXivDaily 专题

2012.01074 2020-12-03 eess.SP cs.AI cs.LG q-bio.NC q-bio.QM 82%

Comparison of Attention-based Deep Learning Models for EEG Classification

Giulia Cisotto, Alessio Zanga, Joanna Chlebus, Italo Zoppis, Sara Manzoni, Urszula Markowska-Kaczmar

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

2010.04087 2020-10-09 eess.SP cs.HC cs.LG cs.SD eess.AS 82%

Classifying Songs with EEG

Prashant Lawhatre, Bharatesh R Shiraguppi, Esha Sharma, Krishna Prasad Miyapuram, Derek Lomas

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

2010.02167 2020-10-06 cs.LG eess.SP q-bio.NC 82%

Latent neural source recovery via transcoding of simultaneous EEG-fMRI

Xueqing Liu, Linbi Hong, Paul Sajda

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

2008.11226 2020-08-31 eess.SP cs.HC cs.LG 82%

A Survey and Tutorial of EEG-Based Brain Monitoring for Driver State Analysis

Ce Zhang, Azim Eskandarian

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

Comments Accepted by IEEE/CAA Journal of Automatica Sinica

2007.16104 2020-08-03 stat.ML cs.LG eess.SP q-bio.NC q-bio.QM 82%

Uncovering the structure of clinical EEG signals with self-supervised learning

Hubert Banville, Omar Chehab, Aapo Hyvärinen, Denis-Alexander Engemann, Alexandre Gramfort

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

Comments 32 pages, 9 figures

1812.05945 2020-06-30 cs.HC cs.IR cs.LG eess.SP 82%

EEG-based Communication with a Predictive Text Algorithm

Daniel Omeiza, Kayode Sakariyah Adewole, Daniel Nkemelu

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

Comments Conference paper

2005.07134 2020-05-15 eess.SP cs.LG q-bio.NC stat.ML 82%

Early soft and flexible fusion of EEG and fMRI via tensor decompositions

Christos Chatzichristos, Eleftherios Kofidis, Lieven De Lathauwer, Sergios Theodoridis, Sabine Van Huffel

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

2005.05561 2020-05-13 eess.SP cs.LG q-bio.NC 82%

Grading the severity of hypoxic-ischemic encephalopathy in newborn EEG using a convolutional neural network

Sumit A. Raurale, Geraldine B. Boylan, Gordon Lightbody, John M. O'Toole

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

Comments 4 pages, to be appearing in upcoming 2020 EMBC Conference

2005.01325 2020-05-08 cs.HC eess.SP q-bio.NC 82%

Prediction of Event Related Potential Speller Performance Using Resting-State EEG

Gi-Hwan Shin, Minji Lee, Hyeong-Jin Kim, Seong-Whan Lee

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.HC

Comments Accepted to IEEE EMBC 2020

2004.14185 2020-05-04 eess.SP cs.LG q-bio.NC 82%

Augmenting interictal mapping with neurovascular coupling biomarkers by structured factorization of epileptic EEG and fMRI data

Simon Van Eyndhoven, Patrick Dupont, Simon Tousseyn, Nico Vervliet, Wim Van Paesschen, Sabine Van Huffel, Borbála Hunyadi

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

2002.10988 2020-02-26 eess.AS 82%

An LSTM Based Architecture to Relate Speech Stimulus to EEG

Mohammad Jalilpour Monesi, Bernd Accou, Jair Montoya-Martinez, Tom Francart, Hugo Van Hamme

专题命中 EEG解码：EEG(title,abstract)；brain-computer interface(abstract)

Comments 3 figures, 6 pages

2002.08354 2020-02-20 cs.RO cs.HC cs.NE q-bio.NC 82%

Deep Learning of Movement Intent and Reaction Time for EEG-informed Adaptation of Rehabilitation Robots

Neelesh Kumar, Konstantinos P. Michmizos

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

Comments 6 pages, 3 figures, 3 tables. arXiv admin note: text overlap with arXiv:2002.07541

2002.07541 2020-02-20 cs.RO cs.HC cs.NE q-bio.NC 82%

Machine Learning for Motor Learning: EEG-based Continuous Assessment of Cognitive Engagement for Adaptive Rehabilitation Robots

Neelesh Kumar, Konstantinos P. Michmizos

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

Comments 6 pages, 6 figures, 1 table

2002.01925 2020-02-06 cs.LG eess.SP q-bio.NC 82%

Machine Learning for Predicting Epileptic Seizures Using EEG Signals: A Review

Khansa Rasheed, Adnan Qayyum, Junaid Qadir, Shobi Sivathamboo, Patrick Kwan, Levin Kuhlmann, Terence O'Brien, Adeel Razi

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

1910.10489 2019-10-24 cs.HC eess.SP q-bio.NC 82%

Continuous Emotion Recognition during Music Listening Using EEG Signals: A Fuzzy Parallel Cascades Model

Fatemeh Hasanzadeh, Mohsen Annabestani, Sahar Moghimi

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.HC

1910.09719 2019-10-23 cs.LG cs.HC eess.SP stat.ML 82%

Spatiotemporal Emotion Recognition using Deep CNN Based on EEG during Music Listening

Panayu Keelawat, Nattapong Thammasan, Masayuki Numao, Boonserm Kijsirikul

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

1710.08269 2019-07-23 stat.AP 82%

A Potts-Mixture Spatiotemporal Joint Model for Combined MEG and EEG Data

Yin Song, Farouk S. Nathoo, Arif Babul

专题命中 EEG解码：EEG(title,abstract)；cortical(abstract)

1907.05674 2019-07-15 eess.SP cs.HC cs.LG 82%

Deep Learning with ConvNET Predicts Imagery Tasks Through EEG

Apdullah Yayık, Yakup Kutlu, Gökhan Altan

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

Comments 5 pages, 2 figures, springer

1906.07899 2019-06-20 q-bio.NC cs.LG eess.SP 82%

Brain correlates of task-load and dementia elucidation with tensor machine learning using oddball BCI paradigm

Tomasz M. Rutkowski, Marcin Koculak, Masato S. Abe, Mihoko Otake-Matsuura

专题命中 EEG解码：BCI(title)；EEG(abstract)；分类 q-bio.NC、eess.SP、cs.LG

Comments In ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 8578-8582, May 2019

1903.05636 2019-03-15 cs.HC cs.LG eess.SP 82%

A Comprehensive Analysis of 2D&3D Video Watching of EEG Signals by Increasing PLSR and SVM Classification Results

Negin Manshouri, Temel Kayikcioglu

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

1902.01799 2019-02-06 cs.LG cs.HC eess.SP stat.ML 82%

Deep Convolutional Neural Network for Automated Detection of Mind Wandering using EEG Signals

Seyedroohollah Hosseini, Xuan Guo

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

Comments 4 pages, 3 figures, 4 tables

1812.06594 2018-12-18 q-bio.NC cs.LG eess.SP q-bio.QM stat.ML 82%

Computational EEG in Personalized Medicine: A study in Parkinson's Disease

Sebastian Mathias Keller, Maxim Samarin, Antonia Meyer, Vitalii Kosak, Ute Gschwandtner, Peter Fuhr, Volker Roth

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

Comments Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:811.07216

1809.06697 2018-09-19 q-bio.NC cs.LG eess.SP 82%

EEG-based Subjects Identification based on Biometrics of Imagined Speech using EMD

Luis Alfredo Moctezuma, Marta Molinas

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

1806.01875 2018-06-07 eess.SP cs.LG q-bio.NC stat.ML 82%

EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals

Kay Gregor Hartmann, Robin Tibor Schirrmeister, Tonio Ball

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

Comments 6 pages, 6 figures

1604.08201 2016-04-28 cs.NE stat.ML 82%

Interpretable Deep Neural Networks for Single-Trial EEG Classification

Irene Sturm, Sebastian Bach, Wojciech Samek, Klaus-Robert Müller

专题命中 EEG解码：EEG(title,abstract)；BCI(abstract)

Comments 5 pages, 1 figure

1308.5609 2014-01-17 stat.ML 82%

Frequency Recognition in SSVEP-based BCI using Multiset Canonical Correlation Analysis

Yu Zhang, Guoxu Zhou, Jing Jin, Xingyu Wang, Andrzej Cichocki

专题命中 EEG解码：BCI(title)；brain-computer interface(abstract)；EEG(abstract)

Journal ref International Journal of Neural Systems, 2014, vol.24, no.2, pp.1450013 (14 pages)

cs/0510083 2009-12-01 cs.AI 82%

Neuronal Spectral Analysis of EEG and Expert Knowledge Integration for Automatic Classification of Sleep Stages

Nizar Kerkeni, Frederic Alexandre, Mohamed Hedi Bedoui, Laurent Bougrain, Mohamed Dogui

专题命中 EEG解码：EEG(title,abstract)；brain-computer interface(abstract)

2510.21969 2025-10-28 eess.SP cs.LG cs.NE 82%

Adaptive Split-MMD Training for Small-Sample Cross-Dataset P300 EEG Classification

Weiyu Chen, Arnaud Delorme

机构 * Swartz Center for Computational Neuroscience（斯瓦茨计算神经科学中心）； Institute for Neural Computation（神经计算研究所）； University of California San Diego（加州大学圣地亚哥分校）； The Department of Electronic and Electrical Engineering（电子与电气工程系）； Southern University of Science and Technology（南方科技大学）； Centre de recherche Cerveau et Cognition（脑与认知研究中心）； Paul Sabatier University（保罗·萨巴蒂尔大学）

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

Comments 8 pages, 5 figures. Submitted to IEEE BIBM 2025 Workshop on Machine Learning for EEG Signal Processing (MLESP)

2509.02568 2025-09-04 eess.SP cs.LG 82%

EEG-MSAF: An Interpretable Microstate Framework uncovers Default-Mode Decoherence in Early Neurodegeneration

Mohammad Mehedi Hasan, Pedro G. Lind, Hernando Ombao, Anis Yazidi, Rabindra Khadka

机构 * Department of Computer Science, Oslo Metropolitan University（计算机科学系，奥斯陆 Metropolitan 大学）； King Abdullah University of Science and Technology（国王 Abdullah 科学与技术大学）； Department of Informatics, University of Oslo（信息学系，奥斯陆大学）； Kristiania University of Applied Sciences（Kristiania 应用科学大学）

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

Comments Dementia, EEG, Microstates, Explainable, SHAP

2311.08703 2023-11-16 q-bio.NC cs.HC 82%

Impact of Nap on Performance in Different Working Memory Tasks Using EEG

Gi-Hwan Shin, Young-Seok Kweon, Heon-Gyu Kwak, Ha-Na Jo, Seong-Whan Lee

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、cs.HC；brain-computer interface(comments)

Comments Submitted to 2024 12th IEEE International Winter Conference on Brain-Computer Interface

1. EEG解码 3896 篇

Comparison of Attention-based Deep Learning Models for EEG Classification

Classifying Songs with EEG

Latent neural source recovery via transcoding of simultaneous EEG-fMRI

A Survey and Tutorial of EEG-Based Brain Monitoring for Driver State Analysis

Uncovering the structure of clinical EEG signals with self-supervised learning

EEG-based Communication with a Predictive Text Algorithm

Early soft and flexible fusion of EEG and fMRI via tensor decompositions

Grading the severity of hypoxic-ischemic encephalopathy in newborn EEG using a convolutional neural network

Prediction of Event Related Potential Speller Performance Using Resting-State EEG

Augmenting interictal mapping with neurovascular coupling biomarkers by structured factorization of epileptic EEG and fMRI data

An LSTM Based Architecture to Relate Speech Stimulus to EEG

Deep Learning of Movement Intent and Reaction Time for EEG-informed Adaptation of Rehabilitation Robots

Machine Learning for Motor Learning: EEG-based Continuous Assessment of Cognitive Engagement for Adaptive Rehabilitation Robots

Machine Learning for Predicting Epileptic Seizures Using EEG Signals: A Review

Continuous Emotion Recognition during Music Listening Using EEG Signals: A Fuzzy Parallel Cascades Model

Spatiotemporal Emotion Recognition using Deep CNN Based on EEG during Music Listening

A Potts-Mixture Spatiotemporal Joint Model for Combined MEG and EEG Data

Deep Learning with ConvNET Predicts Imagery Tasks Through EEG

Brain correlates of task-load and dementia elucidation with tensor machine learning using oddball BCI paradigm

A Comprehensive Analysis of 2D&3D Video Watching of EEG Signals by Increasing PLSR and SVM Classification Results

Deep Convolutional Neural Network for Automated Detection of Mind Wandering using EEG Signals

Computational EEG in Personalized Medicine: A study in Parkinson's Disease

EEG-based Subjects Identification based on Biometrics of Imagined Speech using EMD

EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals

Interpretable Deep Neural Networks for Single-Trial EEG Classification

Frequency Recognition in SSVEP-based BCI using Multiset Canonical Correlation Analysis

Neuronal Spectral Analysis of EEG and Expert Knowledge Integration for Automatic Classification of Sleep Stages

Adaptive Split-MMD Training for Small-Sample Cross-Dataset P300 EEG Classification

EEG-MSAF: An Interpretable Microstate Framework uncovers Default-Mode Decoherence in Early Neurodegeneration

Impact of Nap on Performance in Different Working Memory Tasks Using EEG