脑机接口 / BCI

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

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

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

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

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

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

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

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;

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

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

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

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

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

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

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

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

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

TSception: A Deep Learning Framework for Emotion Detection Using EEG

Yi Ding, Neethu Robinson, Qiuhao Zeng, Duo Chen, Aung Aung Phyo Wai, Tih-Shih Lee, Cuntai Guan

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

Comments Authors information updated only. Accepted to be published in: 2020 International Joint Conference on Neural Networks (IJCNN), Glasgow, July 19--24, 2020, part of 2020 IEEE World Congress on Computational Intelligence (IEEE WCCI 2020)

Estimation of phase in EEG rhythms for real-time applications

J. R. McIntosh, P. Sajda

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

EEG machine learning with Higuchi fractal dimension and Sample Entropy as features for successful detection of depression

Milena Cukic, David Pokrajac, Miodrag Stokic, slobodan Simic, Vlada Radivojevic, Milos Ljubisavljevic

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

Comments 34 pages, 4 Figures, 2 tables

Journal ref Cognitive Neurodynamics Springer Nature March 2020

Speaker Identification using 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

Multi-task Generative Adversarial Learning on Geometrical Shape Reconstruction from EEG Brain Signals

Xiang Zhang, Xiaocong Chen, Manqing Dong, Huan Liu, Chang Ge, Lina Yao

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

Comments 12 pages

Journal ref Published on ICONIP 2019

A study of resting-state EEG biomarkers for depression recognition

Shuting Sun, Jianxiu Li, Huayu Chen, Tao Gong, Xiaowei Li, Bin Hu

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

Prediction of Individual Propofol Requirements based on Preoperative EEG Signals

Young-Seok Kweon, Minji Lee, Dong-Ok Won, Kwang-Suk Seo

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

Comments 5 pages, 1 figure, 1 table

EEG Classification by factoring in Sensor Configuration

Lubna Shibly Mokatren, Rashid Ansari, Ahmet Enis Cetin, Alex D Leow, Heide Klumpp, Olusola Ajilore, Fatos Yarman Vural

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

Comments arXiv admin note: text overlap with arXiv:1812.02865

Neural Oscillations for Encoding and Decoding Declarative Memory using EEG Signals

Jenifer Kalafatovich, Minji Lee

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

Simultaneous Skull Conductivity and Focal Source Imaging from EEG Recordings with the help of Bayesian Uncertainty Modelling

Alexandra Koulouri, Ville Rimpilainen

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

EEG fingerprinting: subject specific signature based on the aperiodic component of power spectrum

Matteo Demuru, Matteo Fraschini

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

Comments 11 pages, 2 figures

Decoding of visual-related information from the human EEG using an end-to-end deep learning approach

Lingling Yang, Leanne Lai Hang Chan, Yao Lu

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

Comments \c{opyright} 20XX IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works

Objective evaluation metrics for automatic classification of EEG events

Saeedeh Ziyabari, Vinit Shah, Meysam Golmohammadi, Iyad Obeid, Joseph Picone

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

Comments 22 pages, 11 figures, 9 tables