脑机接口 / BCI

EEG functional connectivity and deep learning for automatic diagnosis of brain disorders: Alzheimer's disease and schizophrenia

Caroline L. Alves, Aruane M. Pineda, Kirstin Roster, Christiane Thielemann, Francisco A. Rodrigues

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

Comments 10 pages, 5 figures, 9 tables

EEG changes and motor deficits in Parkinson's disease patients: Correlation of motor scales and EEG power bands

Aleksandar Miladinović, Miloš Ajčević, Pierpaolo Busan, Joanna Jarmolowska, Manuela Deodatod, Susanna Mezzarobba, Piero Paolo Battaglini, Agostino Accardo

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

EEG based stress analysis using rhythm specific spectral feature for video gameplay

Shidhartho Roy, Monira Islam, Md. Salah Uddin Yusuf, Nushrat Jahan

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

GANSER: A Self-supervised Data Augmentation Framework for EEG-based Emotion Recognition

Zhi Zhang, Sheng-hua Zhong, Yan Liu

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

SFE-Net: EEG-based Emotion Recognition with Symmetrical Spatial Feature Extraction

Xiangwen Deng, Junlin Zhu, Shangming Yang

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

Comments 10 pages, 9 figures

EEGsig: an open-source machine learning-based toolbox for EEG signal processing

Fardin Ghorbani, Javad Shabanpour, Sepideh Monjezi, Hossein Soleimani, Soheil Hashemi, Ali Abdolali

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

Random Convolution Kernels with Multi-Scale Decomposition for Preterm EEG Inter-burst Detection

Christopher Lundy, John M. O'Toole

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

Comments 5 pages, 3 figures, to be published in European Signal Processing Conference (EUSIPCO) 2021. For associated python code on github, see https://github.com/otoolej/ms_rocket

EEG multipurpose eye blink detector using convolutional neural network

Amanda Ferrari Iaquinta, Ana Carolina de Sousa Silva, Aldrumont Ferraz Júnior, Jessica Monique de Toledo, Gustavo Voltani von Atzingen

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

Deep Recurrent Semi-Supervised EEG Representation Learning for Emotion Recognition

Guangyi Zhang, Ali Etemad

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

Comments Accepted by 9th International Conference on Affective Computing and Intelligent Interaction (ACII 2021)

High Frequency EEG Artifact Detection with Uncertainty via Early Exit Paradigm

Lorena Qendro, Alexander Campbell, Pietro Liò, Cecilia Mascolo

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

Comments ICML 2021 Workshop on Human In the Loop Learning

Characterising Alzheimer's Disease with EEG-based Energy Landscape Analysis

Dominik Klepl, Fei He, Min Wu, Matteo De Marco, Daniel J. Blackburn, Ptolemaios Sarrigiannis

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

Comments 11 pages, 7 figures

Artifact Detection and Correction in EEG data: A Review

S Sadiya, T Alhanai, MM Ghassemi

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

Journal ref 10th International IEEE/EMBS Conference on Neural Engineering (NER), 2021, pp. 495-498

Learning Signal Representations for EEG Cross-Subject Channel Selection and Trial Classification

Michela C. Massi, Francesca Ieva

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

EEG-GNN: Graph Neural Networks for Classification of Electroencephalogram (EEG) Signals

Andac Demir, Toshiaki Koike-Akino, Ye Wang, Masaki Haruna, Deniz Erdogmus

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

Comments 8 pages, 8 figures, under review in EMBC conference

BRAIN2DEPTH: Lightweight CNN Model for Classification of Cognitive States from EEG Recordings

Pankaj Pandey, Krishna Prasad Miyapuram

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

Comments 15 pages, 4 figures, 6 tables, To be published in 25th Conference on Medical Image Understanding and Analysis (MIUA), 2021

Capsule Attention for Multimodal EEG-EOG Representation Learning with Application to Driver Vigilance Estimation

Guangyi Zhang, Ali Etemad

专题命中 EEG解码 ：EEG(title)；brain-computer interface(abstract)；分类 eess.SP、cs.LG

Comments Accepted by IEEE Transactions on Neural Systems and Rehabilitation Engineering

Random Forest classifier for EEG-based seizure prediction

Remy Ben Messaoud, Mario Chavez

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

Comments all the python code used for this work can be found in this repository: https://github.com/rbm1996/seizure_prediction

Deep Learning for EEG Seizure Detection in Preterm Infants

Alison OShea, Rehan Ahmed, Gordon Lightbody, Sean Mathieson, Elena Pavlidis, Rhodri Lloyd, Francesco Pisani, Willian Marnane, Geraldine Boylan, Andriy Temko

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

Journal ref Int J Neural Syst (2021)

ScalingNet: extracting features from raw EEG data for emotion recognition

Jingzhao Hu, Chen Wang, Qiaomei Jia, Qirong Bu, Jun Feng

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

One-class Autoencoder Approach for Optimal Electrode Set-up Identification in Wearable EEG Event Monitoring

Laura M. Ferrari, Guy Abi Hanna, Paolo Volpe, Esma Ismailova, François Bremond, Maria A. Zuluaga

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

Identification of mental fatigue in language comprehension tasks based on EEG and deep learning

Chunhua Ye, Zhong Yin, Chenxi Wu, Xiayidai Abulaiti, Yixing Zhang, Zhenqi Sun, Jianhua Zhang

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

Evidence of Task-Independent Person-Specific Signatures in EEG using Subspace Techniques

Mari Ganesh Kumar, Shrikanth Narayanan, Mriganka Sur, Hema A Murthy

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

Comments ©2021 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

Journal ref IEEE Transactions on Information Forensics and Security, 2021

Deep Neural Dynamic Bayesian Networks applied to EEG sleep spindles modeling

Carlos A. Loza, Laura L. Colgin

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

Comments 10 pages

Ultra Efficient Transfer Learning with Meta Update for Cross Subject EEG Classification

Tiehang Duan, Mihir Chauhan, Mohammad Abuzar Shaikh, Jun Chu, Sargur Srihari

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

Machine-Learning-Based Diagnostics of EEG Pathology

Lukas Alexander Wilhelm Gemein, Robin Tibor Schirrmeister, Patryk Chrabąszcz, Daniel Wilson, Joschka Boedecker, Andreas Schulze-Bonhage, Frank Hutter, Tonio Ball

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

Journal ref NeuroImage, Volume 220, 15 October 2020, 117021

Analysis of EEG data using complex geometric structurization

Eddy Kwessi, Lloyd Edwards

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

EEG-based Investigation of the Impact of Classroom Design on Cognitive Performance of Students

Jesus G. Cruz-Garza, Michael Darfler, James D. Rounds, Elita Gao, Saleh Kalantari

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

On the variability of functional connectivity and network measures in source-reconstructed EEG time-series

Matteo Fraschini, Simone Maurizio La Cava, Luca Didaci, Luigi Barberini

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

A Novel Use of Discrete Wavelet Transform Features in the Prediction of Epileptic Seizures from EEG Data

Cyrille Feudjio, Victoire Djimna Noyum, Younous Perieukeu Mofendjou, Rockefeller, Ernest Fokoué

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

Efficient Video Summarization Framework using EEG and Eye-tracking Signals

Sai Sukruth Bezugam, Swatilekha Majumdar, Chetan Ralekar, Tapan Kumar Gandhi

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

Comments 10 pages, 14 figures