脑机接口 / BCI

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

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

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

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

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)

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

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

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

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

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

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

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

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)

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