脑机接口 / BCI - arXivDaily 专题

2104.08336 2022-03-15 eess.SP cs.AI cs.LG 62%

Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis

Siyi Tang, Jared A. Dunnmon, Khaled Saab, Xuan Zhang, Qianying Huang, Florian Dubost, Daniel L. Rubin, Christopher Lee-Messer

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

Comments Published as a conference paper at ICLR 2022

Journal ref ICLR 2022

2203.00516 2022-03-02 eess.SP cs.LG stat.ME 62%

Mental State Classification Using Multi-graph Features

Guodong Chen, Hayden S. Helm, Kate Lytvynets, Weiwei Yang, Carey E. Priebe

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

2104.13772 2022-02-16 cs.LG eess.SP 62%

CLPVG: Circular limited penetrable visibility graph as a new network model for time series

Qi Xuan, Jinchao Zhou, Kunfeng Qiu, Dongwei Xu, Shilian Zheng, Xiaoniu Yang

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

Comments 9 pages, 9 figures

2110.10009 2022-02-03 cs.LG cs.HC 62%

EEGminer: Discovering Interpretable Features of Brain Activity with Learnable Filters

Siegfried Ludwig, Stylianos Bakas, Dimitrios A. Adamos, Nikolaos Laskaris, Yannis Panagakis, Stefanos Zafeiriou

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

Comments 14 pages, 8 figures

2105.11043 2022-01-27 cs.LG eess.SP 62%

SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification

Huy Phan, Kaare Mikkelsen, Oliver Y. Chén, Philipp Koch, Alfred Mertins, Maarten De Vos

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

Comments This article has been published in IEEE Transactions on Biomedical Engineering

2201.09759 2022-01-25 cs.NE cs.LG eess.SP 62%

Exploration of Hyperdimensional Computing Strategies for Enhanced Learning on Epileptic Seizure Detection

Una Pale, Tomas Teijeiro, David Atienza

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

2201.03902 2022-01-12 cs.CV cs.AI eess.SP q-bio.NC 62%

Where Is My Mind (looking at)? Predicting Visual Attention from Brain Activity

Victor Delvigne, Noé Tits, Luca La Fisca, Nathan Hubens, Antoine Maiorca, Hazem Wannous, Thierry Dutoit, Jean-Philippe Vandeborre

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

2201.01218 2022-01-05 eess.SP cs.LG 62%

Adaptive Template Enhancement for Improved Person Recognition using Small Datasets

Su Yang, Sanaul Hoque, Farzin Deravi

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

Comments 8 pages, 7 figures, 1 table

2112.09165 2021-12-20 cs.CV cs.HC cs.LG 62%

ALEBk: Feasibility Study of Attention Level Estimation via Blink Detection applied to e-Learning

Roberto Daza, Daniel DeAlcala, Aythami Morales, Ruben Tolosana, Ruth Cobos, Julian Fierrez

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

Comments Preprint of the paper presented to the Workshop on Artificial Intelligence for Education (AI4EDU) of AAAI 2022

2111.15569 2021-12-01 eess.SP cs.LG 62%

Scalable Machine Learning Architecture for Neonatal Seizure Detection on Ultra-Edge Devices

Vishal Nagarajan, Ashwini Muralidharan, Deekshitha Sriraman, Pravin Kumar S

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

Comments 6 pages, 5 figures, Accepted at 2nd International Conference on Artificial Intelligence and Signal Processing (AISP) 2022

2111.01692 2021-11-24 stat.ML cs.AI cs.LG eess.SP stat.AP 62%

Efficient Hierarchical Bayesian Inference for Spatio-temporal Regression Models in Neuroimaging

Ali Hashemi, Yijing Gao, Chang Cai, Sanjay Ghosh, Klaus-Robert Müller, Srikantan S. Nagarajan, Stefan Haufe

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

Comments Accepted to the 35th Conference on Neural Information Processing Systems (NeurIPS 2021)

2110.09919 2021-10-20 cs.LG q-bio.NC 62%

ToFFi -- Toolbox for Frequency-based Fingerprinting of Brain Signals

Michał K. Komorowski, Krzysztof Rykaczewski, Tomasz Piotrowski, Katarzyna Jurewicz, Jakub Wojciechowski, Anne Keitel, Joanna Dreszer, Włodzisław Duch

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

Comments 21 pages, 10 figures

1906.10747 2021-10-19 cs.HC eess.SP 62%

Intention Detection of Gait Adaptation in Natural Settings

Ines Domingos, Guang-Zhong Yang, Fani Deligianni

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

2108.09537 2021-08-24 cs.SD cs.HC cs.LG 62%

Using growth transform dynamical systems for spatio-temporal data sonification

Oindrila Chatterjee, Shantanu Chakrabartty

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

Comments This article was submitted to PLoS One in March, 2021 and is currently under peer review

2108.07453 2021-08-18 eess.SP cs.LG 62%

An End-to-End Deep Learning Approach for Epileptic Seizure Prediction

Yankun Xu, Jie Yang, Shiqi Zhao, Hemmings Wu, Mohamad Sawan

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

Comments 5 pages, 4 figures, 4 tables, conference

2108.04152 2021-08-18 eess.SP cs.IT math.IT q-bio.NC 62%

Multiscale Wavelet Transfer Entropy with Application to Corticomuscular Coupling Analysis

Zhenghao Guo, Verity M. McClelland, Osvaldo Simeone, Kerry R. Mills, Zoran Cvetkovic

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

Comments 12 pages. Accepted version, to appear in IEEE Transactions on Biomedical Engineering

2107.08442 2021-08-17 cs.LG eess.SP 62%

Sleep Staging Based on Multi Scale Dual Attention Network

Huafeng Wang, Chonggang Lu, Qi Zhang, Zhimin Hu, Xiaodong Yuan, Pingshu Zhang, Wanquan Liu

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

1906.10725 2021-07-30 stat.ML cs.LG eess.SP 62%

Visualizing High Dimensional Dynamical Processes

Andrés F. Duque, Guy Wolf, Kevin R. Moon

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

Comments 7 pages, 3 figures

Journal ref IEEE International Workshop on Machine Learning for Signal Processing, Oct. 2019

2007.01276 2021-06-01 cs.LG eess.SP stat.ML 62%

Epileptic Seizures Detection Using Deep Learning Techniques: A Review

Afshin Shoeibi, Marjane Khodatars, Navid Ghassemi, Mahboobeh Jafari, Parisa Moridian, Roohallah Alizadehsani, Maryam Panahiazar, Fahime Khozeimeh, Assef Zare, Hossein Hosseini-Nejad, Abbas Khosravi, Amir F. Atiya, Diba Aminshahidi, Sadiq Hussain, Modjtaba Rouhani, Saeid Nahavandi, Udyavara Rajendra Acharya

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

Journal ref International Journal of Environmental Research and Public Health. 2021; 18(11):5780

2105.02823 2021-05-07 cs.LG eess.SP 62%

A Novel Multi-scale Dilated 3D CNN for Epileptic Seizure Prediction

Ziyu Wang, Jie Yang, Mohamad Sawan

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

Comments 4 pages, 6 figures

2104.05497 2021-04-13 q-bio.NC cs.LG 62%

Modelling Brain Connectivity Networks by Graph Embedding for Dyslexia Diagnosis

Marco A. Formoso, Andrés Ortiz, Francisco J. Martínez-Murcia, Nicolás Gallego-Molina, Juan L. Luque

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

2102.00159 2021-04-13 cs.HC eess.SP 62%

Revealing Preference in Popular Music Through Familiarity and Brain Response

Soravitt Sangnark, Phairot Autthasan, Puntawat Ponglertnapakorn, Phudit Chalekarn, Thapanun Sudhawiyangkul, Manatsanan Trakulruangroj, Sarita Songsermsawad, Rawin Assabumrungrat, Supalak Amplod, Kajornvut Ounjai, Theerawit Wilaiprasitporn

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

Journal ref IEEE Sensors Journal, 2021

2104.02058 2021-04-06 eess.SP cs.LG cs.SY eess.SY 62%

Neurological Status Classification Using Convolutional Neural Network

Mehrad Jaloli, Divya Choudhary, Marzia Cescon

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

Comments 6 pages, 4 figures, \c{opyright} 2020 the authors. This work has been accepted to IFAC for publication under a Creative Commons Licence CC-BY-NC-ND

2009.03027 2021-03-05 cs.LG eess.SP stat.ML 62%

Automatic detection of microsleep episodes with deep learning

Alexander Malafeev, Anneke Hertig-Godeschalk, David R. Schreier, Jelena Skorucak, Johannes Mathis, Peter Achermann

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

2004.03456 2021-02-12 cs.LG eess.SP stat.ML 62%

Binary and Multiclass Classifiers based on Multitaper Spectral Features for Epilepsy Detection

Jefferson Tales Oliva, João Luís Garcia Rosa

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

Comments 19 pages, 6 figures, 10 tables. Obs.: in the text, English editing is required. A new version of this text will be available once we have completed their review

2102.03885 2021-02-09 cs.LG eess.SP math.ST stat.TH 62%

Few-shot time series segmentation using prototype-defined infinite hidden Markov models

Yazan Qarout, Yordan P. Raykov, Max A. Little

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

2101.10869 2021-02-01 eess.SP cs.LG 62%

A Raspberry Pi-based Traumatic Brain Injury Detection System for Single-Channel Electroencephalogram

Navjodh Singh Dhillon, Agustinus Sutandi, Manoj Vishwanath, Miranda M. Lim, Hung Cao, Dong Si

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

Comments 12 pages, 6 figures

2101.05608 2021-01-15 cs.LG cs.CV eess.SP 62%

Deep Cellular Recurrent Network for Efficient Analysis of Time-Series Data with Spatial Information

Lasitha Vidyaratne, Mahbubul Alam, Alexander Glandon, Anna Shabalina, Christopher Tennant, Khan Iftekharuddin

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

2011.08982 2020-11-19 eess.SP cs.LG 62%

Patient-Specific Seizure Prediction Using Single Seizure Electroencephalography Recording

Zaid Bin Tariq, Arun Iyengar, Lara Marcuse, Hui Su, Bülent Yener

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

Comments 8 pages

2006.05113 2020-10-06 cs.CL cs.LG q-bio.NC 62%

Human brain activity for machine attention

Lukas Muttenthaler, Nora Hollenstein, Maria Barrett

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

1. EEG解码 3892 篇

Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis

Mental State Classification Using Multi-graph Features

CLPVG: Circular limited penetrable visibility graph as a new network model for time series

EEGminer: Discovering Interpretable Features of Brain Activity with Learnable Filters

SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification

Exploration of Hyperdimensional Computing Strategies for Enhanced Learning on Epileptic Seizure Detection

Where Is My Mind (looking at)? Predicting Visual Attention from Brain Activity

Adaptive Template Enhancement for Improved Person Recognition using Small Datasets

ALEBk: Feasibility Study of Attention Level Estimation via Blink Detection applied to e-Learning

Scalable Machine Learning Architecture for Neonatal Seizure Detection on Ultra-Edge Devices

Efficient Hierarchical Bayesian Inference for Spatio-temporal Regression Models in Neuroimaging

ToFFi -- Toolbox for Frequency-based Fingerprinting of Brain Signals

Intention Detection of Gait Adaptation in Natural Settings

Using growth transform dynamical systems for spatio-temporal data sonification

An End-to-End Deep Learning Approach for Epileptic Seizure Prediction

Multiscale Wavelet Transfer Entropy with Application to Corticomuscular Coupling Analysis

Sleep Staging Based on Multi Scale Dual Attention Network

Visualizing High Dimensional Dynamical Processes

Epileptic Seizures Detection Using Deep Learning Techniques: A Review

A Novel Multi-scale Dilated 3D CNN for Epileptic Seizure Prediction

Modelling Brain Connectivity Networks by Graph Embedding for Dyslexia Diagnosis

Revealing Preference in Popular Music Through Familiarity and Brain Response

Neurological Status Classification Using Convolutional Neural Network

Automatic detection of microsleep episodes with deep learning

Binary and Multiclass Classifiers based on Multitaper Spectral Features for Epilepsy Detection

Few-shot time series segmentation using prototype-defined infinite hidden Markov models

A Raspberry Pi-based Traumatic Brain Injury Detection System for Single-Channel Electroencephalogram

Deep Cellular Recurrent Network for Efficient Analysis of Time-Series Data with Spatial Information

Patient-Specific Seizure Prediction Using Single Seizure Electroencephalography Recording

Human brain activity for machine attention