脑机接口 / BCI - arXivDaily 专题

2101.07069 2021-01-19 cs.LG cs.HC 81%

Emotional EEG Classification using Connectivity Features and Convolutional Neural Networks

Seong-Eun Moon, Chun-Jui Chen, Cho-Jui Hsieh, Jane-Ling Wang, Jong-Seok Lee

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

Journal ref Neural Networks, vol. 132, pp. 96-107, Dec. 2020

2101.02538 2021-01-08 cs.LG eess.SP 81%

MRNet: a Multi-scale Residual Network for EEG-based Sleep Staging

Xue Jiang

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

2012.11105 2020-12-22 eess.SP cs.LG 81%

Resting-state EEG sex classification using selected brain connectivity representation

Jean Li, Jeremiah D. Deng, Divya Adhia, Dirk de Ridder

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

Comments 11 pages, 6 figures, book chapter to be published by Springer

2009.12244 2020-12-07 eess.SP cs.LG 81%

EEG Channel Interpolation Using Deep Encoder-decoder Netwoks

Sari Saba-Sadiya, Tuka Alhanai, Taosheng Liu, Mohammad M. Ghassemi

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

Journal ref 2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)

2011.12107 2020-11-25 eess.SP cs.LG 81%

EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Graph Convolutional Neural Network

Neeraj Wagh, Yogatheesan Varatharajah

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

Comments Accepted for publication (with an oral spotlight) at ML4H Workshop, NeurIPS 2020

2010.15274 2020-11-19 cs.LG eess.SP 81%

Representation learning for improved interpretability and classification accuracy of clinical factors from EEG

Garrett Honke, Irina Higgins, Nina Thigpen, Vladimir Miskovic, Katie Link, Sunny Duan, Pramod Gupta, Julia Klawohn, Greg Hajcak

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

1912.07123 2020-11-02 eess.SP cs.LG stat.AP stat.ML 81%

A novel spike-and-wave automatic detection in EEG signals

Antonio Quintero-Rincón, Valeria Muro, Carlos D'Giano, Jorge Prendes, Hadj Batatia

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

Comments 8 pages, 3 figures

Journal ref Computers (MDPI AG) 2020

2010.13694 2020-10-27 eess.SP cs.LG 81%

Learning from Heterogeneous EEG Signals with Differentiable Channel Reordering

Aaqib Saeed, David Grangier, Olivier Pietquin, Neil Zeghidour

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

2008.07092 2020-10-22 cs.LG q-bio.NC stat.ML 81%

Understanding Brain Dynamics for Color Perception using Wearable EEG headband

Mahima Chaudhary, Sumona Mukhopadhyay, Marin Litoiu, Lauren E Sergio, Meaghan S Adams

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

Comments 10 pages,10 figures, Conference- EVOKE CASCON 2020

Journal ref Proceedings of 30th Annual International Conference on Computer Science and Software Engineering 2020

2010.08915 2020-10-20 cs.CR cs.LG eess.SP 81%

Disguising Personal Identity Information in EEG Signals

Shiya Liu, Yue Yao, Chaoyue Xing, Tom Gedeon

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

2006.16498 2020-10-15 cs.NE cs.LG eess.SP 81%

Accelerating Reinforcement Learning Agent with EEG-based Implicit Human Feedback

Duo Xu, Mohit Agarwal, Ekansh Gupta, Faramarz Fekri, Raghupathy Sivakumar

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

2005.07795 2020-10-06 eess.SP cs.LG stat.ML 81%

RED: Deep Recurrent Neural Networks for Sleep EEG Event Detection

Nicolás I. Tapia, Pablo A. Estévez

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

Comments 8 pages, 5 figures. In proceedings of the 2020 International Joint Conference on Neural Networks (IJCNN 2020)

1902.01777 2020-10-05 eess.SP cs.LG nlin.CD 81%

Dynamical Component Analysis (DyCA) and its application on epileptic EEG

Katharina Korn, Bastian Seifert, Christian Uhl

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

Comments 5 pages, 4 figures, accepted for IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2019

2009.08809 2020-09-21 eess.IV cs.LG eess.SP 81%

Deep learning denoising for EOG artifacts removal from EEG signals

Najmeh Mashhadi, Abolfazl Zargari Khuzani, Morteza Heidari, Donya Khaledyan

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

2008.07621 2020-08-19 eess.AS cs.LG cs.SD eess.SP 81%

Speech Recognition using EEG signals recorded using dry electrodes

Gautam Krishna, Co Tran, Mason Carnahan, Morgan M Hagood, Ahmed H Tewfik

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

2007.02534 2020-07-13 cs.LG eess.SP stat.ML 81%

Tensor Convolutional Sparse Coding with Low-Rank activations, an application to EEG analysis

Pierre Humbert, Laurent Oudre, Nivolas Vayatis, Julien Audiffren

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

2006.12336 2020-06-23 q-bio.NC eess.SP 81%

Locked in Syndrome Machine Learning Classification using Sentence Comprehension EEG Data

Daniël van den Corput

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

Comments Master's Thesis, 16 pages, 2 figures

2006.06675 2020-06-18 cs.LG eess.SP stat.ML 81%

Towards Early Diagnosis of Epilepsy from EEG Data

Diyuan Lu, Sebastian Bauer, Valentin Neubert, Lara Sophie Costard, Felix Rosenow, Jochen Triesch

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

Comments Machine Learning for Healthcare conference 2020

2006.05331 2020-06-18 eess.SP cs.LG 81%

Data Augmentation for Enhancing EEG-based Emotion Recognition with Deep Generative Models

Yun Luo, Li-Zhen Zhu, Zi-Yu Wan, Bao-Liang Lu

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

1906.08044 2020-06-11 eess.AS cs.LG cs.SD eess.SP stat.ML 81%

Robust End-to-End Speaker Verification Using EEG

Yan Han, Gautam Krishna, Co Tran, Mason Carnahan, Ahmed H Tewfik

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

Comments Accepted for EUSIPCO 2020

1902.06562 2020-06-11 cs.LG eess.SP stat.ML 81%

Intra- and Inter-epoch Temporal Context Network (IITNet) Using Sub-epoch Features for Automatic Sleep Scoring on Raw Single-channel EEG

Hogeon Seo, Seunghyeok Back, Seongju Lee, Deokhwan Park, Tae Kim, Kyoobin Lee

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

Comments First three authors contributed equally to this work; Accepted manuscript for Biomedical Signal Processing and Control (BSPC); 12 pages, 6 figures;

2006.01262 2020-06-03 eess.AS cs.LG cs.SD eess.SP 81%

Predicting Different Acoustic Features from EEG and towards direct synthesis of Audio Waveform from EEG

Gautam Krishna, Co Tran, Mason Carnahan, Ahmed Tewfik

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

Comments Under Review

2006.01261 2020-06-03 eess.AS cs.LG cs.SD eess.SP 81%

Understanding effect of speech perception in EEG based speech recognition systems

Gautam Krishna, Co Tran, Mason Carnahan, Ahmed Tewfik

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

Comments Under Review

2005.11235 2020-05-25 cs.CV cs.LG eess.SP 81%

Predicting Video features from EEG and Vice versa

Gautam Krishna, Co Tran, Mason Carnahan, Ahmed Tewfik

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

Comments under review

1907.07835 2020-05-14 cs.CV cs.AI cs.HC cs.LG 81%

EEG-Based Emotion Recognition Using Regularized Graph Neural Networks

Peixiang Zhong, Di Wang, Chunyan Miao

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

2005.05559 2020-05-13 eess.SP cs.LG 81%

Identifying trace alternant activity in neonatal EEG using an inter-burst detection approach

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

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

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

1903.08858 2020-04-27 cs.LG cs.CV q-bio.NC stat.ML 81%

Classification of EEG-Based Brain Connectivity Networks in Schizophrenia Using a Multi-Domain Connectome Convolutional Neural Network

Chun-Ren Phang, Chee-Ming Ting, Fuad Noman, Hernando Ombao

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

Comments 15 pages, 9 figures

2004.11206 2020-04-24 cs.LG cs.DC eess.SP 81%

Multi-level Binarized LSTM in EEG Classification for Wearable Devices

Najmeh Nazari, Seyed Ahmad Mirsalari, Sima Sinaei, Mostafa E. Salehi, Masoud Daneshtalab

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

Comments o appear in IEEE International Conference on Parallel, Distributed and Network-based Processing in 2020. arXiv admin note: text overlap with arXiv:1812.04818 by other authors

2004.08914 2020-04-21 eess.SP cs.LG cs.NE 81%

MuBiNN: Multi-Level Binarized Recurrent Neural Network for EEG signal Classification

Seyed Ahmad Mirsalari, Sima Sinaei, Mostafa E. Salehi, Masoud Daneshtalab

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

Comments To appear in IEEE International Symposium on Circuits & Systems in 2020. arXiv admin note: text overlap with arXiv:1807.04093 by other authors

2004.06046 2020-04-14 eess.SP cs.LG stat.ML 81%

Object classification from randomized EEG trials

Hamad Ahmed, Ronnie B Wilbur, Hari M Bharadwaj, Jeffrey Mark Siskind

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

1. EEG解码 3900 篇

Emotional EEG Classification using Connectivity Features and Convolutional Neural Networks

MRNet: a Multi-scale Residual Network for EEG-based Sleep Staging

Resting-state EEG sex classification using selected brain connectivity representation

EEG Channel Interpolation Using Deep Encoder-decoder Netwoks

EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Graph Convolutional Neural Network

Representation learning for improved interpretability and classification accuracy of clinical factors from EEG

A novel spike-and-wave automatic detection in EEG signals

Learning from Heterogeneous EEG Signals with Differentiable Channel Reordering

Understanding Brain Dynamics for Color Perception using Wearable EEG headband

Disguising Personal Identity Information in EEG Signals

Accelerating Reinforcement Learning Agent with EEG-based Implicit Human Feedback

RED: Deep Recurrent Neural Networks for Sleep EEG Event Detection

Dynamical Component Analysis (DyCA) and its application on epileptic EEG

Deep learning denoising for EOG artifacts removal from EEG signals

Speech Recognition using EEG signals recorded using dry electrodes

Tensor Convolutional Sparse Coding with Low-Rank activations, an application to EEG analysis

Locked in Syndrome Machine Learning Classification using Sentence Comprehension EEG Data

Towards Early Diagnosis of Epilepsy from EEG Data

Data Augmentation for Enhancing EEG-based Emotion Recognition with Deep Generative Models

Robust End-to-End Speaker Verification Using EEG

Intra- and Inter-epoch Temporal Context Network (IITNet) Using Sub-epoch Features for Automatic Sleep Scoring on Raw Single-channel EEG

Predicting Different Acoustic Features from EEG and towards direct synthesis of Audio Waveform from EEG

Understanding effect of speech perception in EEG based speech recognition systems

Predicting Video features from EEG and Vice versa

EEG-Based Emotion Recognition Using Regularized Graph Neural Networks

Identifying trace alternant activity in neonatal EEG using an inter-burst detection approach

Classification of EEG-Based Brain Connectivity Networks in Schizophrenia Using a Multi-Domain Connectome Convolutional Neural Network

Multi-level Binarized LSTM in EEG Classification for Wearable Devices

MuBiNN: Multi-Level Binarized Recurrent Neural Network for EEG signal Classification

Object classification from randomized EEG trials