脑机接口 / BCI

Classification of attention performance post-longitudinal tDCS via functional connectivity and machine learning methods

Akash K Rao, Vishnu K Menon, Arnav Bhavsar, Shubhajit Roy Chowdhury, Ramsingh Negi, Varun Dutt

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

Comments 6 pages, to be presented in the IEEE 9th International Conference for Convergence in Technology (I2CT),Pune, April 2024. arXiv admin note: substantial text overlap with arXiv:2401.17700

Multiview Graph Learning with Consensus Graph

Abdullah Karaaslanli, Selin Aviyente

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

Self-supervised Learning for Electroencephalogram: A Systematic Survey

Weining Weng, Yang Gu, Shuai Guo, Yuan Ma, Zhaohua Yang, Yuchen Liu, Yiqiang Chen

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

Comments 35 pages, 12 figures

ProtoEEGNet: An Interpretable Approach for Detecting Interictal Epileptiform Discharges

Dennis Tang, Frank Willard, Ronan Tegerdine, Luke Triplett, Jon Donnelly, Luke Moffett, Lesia Semenova, Alina Jade Barnett, Jin Jing, Cynthia Rudin, Brandon Westover

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

Comments 11 pages, 4 figures

A novel dual-stream time-frequency contrastive pretext tasks framework for sleep stage classification

Sergio Kazatzidis, Siamak Mehrkanoon

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

Comments 8 pages, 7 figures

Virtual Reality Sickness Reduces Attention During Immersive Experiences

Katherine J. Mimnaugh, Evan G. Center, Markku Suomalainen, Israel Becerra, Eliezer Lozano, Rafael Murrieta-Cid, Timo Ojala, Steven M. LaValle, Kara D. Federmeier

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

Journal ref IEEE Transactions on Visualization and Computer Graphics, vol. 29, no. 11, pp. 4394-4404, Nov. 2023

Stress Management Using Virtual Reality-Based Attention Training

Rojaina Mahmoud, Mona Mamdouh, Omneya Attallah, Ahmad Al-Kabbany

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

Neurophysiological Response Based on Auditory Sense for Brain Modulation Using Monaural Beat

Ha-Na Jo, Young-Seok Kweon, Gi-Hwan Shin, Heon-Gyu Kwak, Seong-Whan Lee

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

Comments Accepted to EMBC 2023

CSLP-AE: A Contrastive Split-Latent Permutation Autoencoder Framework for Zero-Shot Electroencephalography Signal Conversion

Anders Vestergaard Nørskov, Alexander Neergaard Zahid, Morten Mørup

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

Comments Accepted for publication at the 37th Conference on Neural Information Processing Systems (NeurIPS 2023)

Convolutional Monge Mapping Normalization for learning on sleep data

Théo Gnassounou, Rémi Flamary, Alexandre Gramfort

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

Studying Drowsiness Detection Performance while Driving through Scalable Machine Learning Models using Electroencephalography

José Manuel Hidalgo Rogel, Enrique Tomás Martínez Beltrán, Mario Quiles Pérez, Sergio López Bernal, Gregorio Martínez Pérez, Alberto Huertas Celdrán

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

Unveil Sleep Spindles with Concentration of Frequency and Time

Riki Shimizu, Hau-Tieng Wu

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

Comments 22 pages, 6 figures, and 1 table

Inner speech recognition through electroencephalographic signals

Francesca Gasparini, Elisa Cazzaniga, Aurora Saibene

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

Comments Submitted to the Italian Workshop on Artificial Intelligence for Human Machine Interaction (AIxHMI 2022), December 02, 2022, Udine, Italy

Sleep Stage Classification Using a Pre-trained Deep Learning Model

Hassan Ardeshir, Mohammad Araghi

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

Comments 7 pages, 5 figures, 1 table

Enhancing Healthcare with EOG: A Novel Approach to Sleep Stage Classification

Suvadeep Maiti, Shivam Kumar Sharma, Raju S. Bapi

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

Integration of Simultaneous Resting-State Electroencephalography, Functional Magnetic Resonance Imaging, and Eye-Tracker Methods to Determine and Verify Electroencephalography Vigilance Measure

Ahmad Mayeli, Obada Al Zoubi, Masaya Misaki, Jennifer L. Stewart, Vadim Zotev, Qingfei Luo, Raquel Phillips, Stefan Fischer, Marcus Goetz, Martin P. Paulus, Hazem Refai, Jerzy Bodurka

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

Journal ref Brain Connectivity 10.10 (2020): 535-546

Electroencephalogram Sensor Data Compression Using An Asymmetrical Sparse Autoencoder With A Discrete Cosine Transform Layer

Xin Zhu, Hongyi Pan, Shuaiang Rong, Ahmet Enis Cetin

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

Entropy-based machine learning model for diagnosis and monitoring of Parkinson's Disease in smart IoT environment

Maksim Belyaev, Murugappan Murugappan, Andrei Velichko, Dmitry Korzun

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

Comments 19 pages, 10 figures, 2 tables

Optimized preprocessing and Tiny ML for Attention State Classification

Yinghao Wang, Rémi Nahon, Enzo Tartaglione, Pavlo Mozharovskyi, Van-Tam Nguyen

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

EENED: End-to-End Neural Epilepsy Detection based on Convolutional Transformer

Chenyu Liu, Xinliang Zhou, Yang Liu

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

Comments Accepted by IEEE CAI 2023

A distributed neural network architecture for dynamic sensor selection with application to bandwidth-constrained body-sensor networks

Thomas Strypsteen, Alexander Bertrand

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

Human Behavior-based Personalized Meal Recommendation and Menu Planning Social System

Tanvir Islam, Anika Rahman Joyita, Md. Golam Rabiul Alam, Mohammad Mehedi Hassan, Md. Rafiul Hassan, Raffaele Gravina

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

Journal ref IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS. 2022

An Interpretable and Attention-based Method for Gaze Estimation Using Electroencephalography

Nina Weng, Martyna Plomecka, Manuel Kaufmann, Ard Kastrati, Roger Wattenhofer, Nicolas Langer

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

Comparative Analysis of Epileptic Seizure Prediction: Exploring Diverse Pre-Processing Techniques and Machine Learning Models

Md. Simul Hasan Talukder, Rejwan Bin Sulaiman

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

Comments 14 pages, 4 Tables and 5 Figures

Auditory Attention Decoding with Task-Related Multi-View Contrastive Learning

Xiaoyu Chen, Changde Du, Qiongyi Zhou, Huiguang He

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

L-SeqSleepNet: Whole-cycle Long Sequence Modelling for Automatic Sleep Staging

Huy Phan, Kristian P. Lorenzen, Elisabeth Heremans, Oliver Y. Chén, Minh C. Tran, Philipp Koch, Alfred Mertins, Mathias Baumert, Kaare Mikkelsen, 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 Journal of Biomedical and Health Informatics (JBHI). Source code is available at http://github.com/pquochuy/l-seqsleepnet

Multi-view self-supervised learning for multivariate variable-channel time series

Thea Brüsch, Mikkel N. Schmidt, Tommy S. Alstrøm

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

Comments To appear in proceedings of 2023 IEEE International workshop on Machine Learning for Signal Processing

Protecting the Future: Neonatal Seizure Detection with Spatial-Temporal Modeling

Ziyue Li, Yuchen Fang, You Li, Kan Ren, Yansen Wang, Xufang Luo, Juanyong Duan, Congrui Huang, Dongsheng Li, Lili Qiu

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

Comments Accepted in IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2023

SleepEGAN: A GAN-enhanced Ensemble Deep Learning Model for Imbalanced Classification of Sleep Stages

Xuewei Cheng, Ke Huang, Yi Zou, Shujie Ma

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

Comments 20 pages, 6 figures

An Efficient Epileptic Seizure Detection Technique using Discrete Wavelet Transform and Machine Learning Classifiers

Rabel Guharoy, Nanda Dulal Jana, Suparna Biswas

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

Comments Accepted in International Conference on Smart Technologies for Sustainable Development (ICSTSD2021)

Journal ref IOP JOURNAL 2022