脑机接口 / BCI

Two-Stage Hierarchical and Explainable Feature Selection Framework for Dimensionality Reduction in Sleep Staging

Yangfan Deng, Hamad Albidah, Ahmed Dallal, Jijun Yin, Zhi-Hong Mao

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

Brant-X: A Unified Physiological Signal Alignment Framework

Daoze Zhang, Zhizhang Yuan, Junru Chen, Kerui Chen, Yang Yang

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

Comments Accepted by SIGKDD 2024

Journal ref SIGKDD 2024

Deep Learning-based Classification of Dementia using Image Representation of Subcortical Signals

Shivani Ranjan, Ayush Tripathi, Harshal Shende, Robin Badal, Amit Kumar, Pramod Yadav, Deepak Joshi, Lalan Kumar

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

Clinical translation of machine learning algorithms for seizure detection in scalp electroencephalography: systematic review

Nina Moutonnet, Steven White, Benjamin P Campbell, Saeid Sanei, Toshihisa Tanaka, Hong Ji, Danilo Mandic, Gregory Scott

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

Comments 60 pages, LaTeX; Addition of co-authors, keywords alphabetically sorted, text in figure 1 changed to black, references added ([9],[56] ), abbreviations defined (CNN, RNN), added section 6.4, corrected the referencing style, added a sentence about the existence of non-epileptic attacks, added an explanation about the drawback of the 10-20 system, removed bold from Figure/Table titles

Recording First-person Experiences to Build a New Type of Foundation Model

Dionis Barcari, David Gamez, Aliya Grig

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

Comments 5 pages, 5 figures, 3 tables. arXiv admin note: substantial text overlap with arXiv:2408.00030

SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning

Seongju Lee, Yeonguk Yu, Seunghyeok Back, Hogeon Seo, Kyoobin Lee

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

Comments 14 pages, 3 figures, 8 tables

Teaching CORnet Human fMRI Representations for Enhanced Model-Brain Alignment

Zitong Lu, Yile Wang

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

Comments arXiv admin note: text overlap with arXiv:2401.17231

Human Brain Exhibits Distinct Patterns When Listening to Fake Versus Real Audio: Preliminary Evidence

Mahsa Salehi, Kalin Stefanov, Ehsan Shareghi

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

Comments 9 pages, 4 figures, 3 tables

Random matrix theory improved Fréchet mean of symmetric positive definite matrices

Florent Bouchard, Ammar Mian, Malik Tiomoko, Guillaume Ginolhac, Frédéric Pascal

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

Structure-Preserving Transformers for Sequences of SPD Matrices

Mathieu Seraphim, Alexis Lechervy, Florian Yger, Luc Brun, Olivier Etard

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

Comments New year, new version! (updated template, minimal additions - including two new references)

EEGDiR: Electroencephalogram denoising network for temporal information storage and global modeling through Retentive Network

Bin Wang, Fei Deng, Peifan Jiang

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

Can Brain Signals Reveal Inner Alignment with Human Languages?

William Han, Jielin Qiu, Jiacheng Zhu, Mengdi Xu, Douglas Weber, Bo Li, Ding Zhao

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

Comments EMNLP 2023 Findings

SelfEEG: A Python library for Self-Supervised Learning in Electroencephalography

Federico Del Pup, Andrea Zanola, Louis Fabrice Tshimanga, Paolo Emilio Mazzon, Manfredo Atzori

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

Comments Submitted to JOSS for possible publication. GitHub repository: see https://github.com/MedMaxLab/selfEEG

Journal ref Journal of Open Source Software (2024), 9(95), 6224

Multimodal deep learning approach to predicting neurological recovery from coma after cardiac arrest

Felix H. Krones, Ben Walker, Guy Parsons, Terry Lyons, Adam Mahdi

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

Comments 5 figures, 2 tables

Stress Monitoring Using Low-Cost Electroencephalogram Devices: A Systematic Literature Review

Gideon Vos, Maryam Ebrahimpour, Liza van Eijk, Zoltan Sarnyai, Mostafa Rahimi Azghadi

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

Comments 53 pages, 8 figures

Neural Memory Networks for Seizure Type Classification

David Ahmedt-Aristizabal, Tharindu Fernando, Simon Denman, Lars Petersson, Matthew J. Aburn, Clinton Fookes

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

Comments Proceedings of the IEEE International Conference of Engineering in Medicine and Biology Society. 2020

Assessing the importance of long-range correlations for deep-learning-based sleep staging

Tiezhi Wang, Nils Strodthoff

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

Comments 3 pages, 1 figure, Accepted at Workshop Biosignals, 28.2.-1.3.2024, Göttingen, Germany

Different Algorithms (Might) Uncover Different Patterns: A Brain-Age Prediction Case Study

Tobias Ettling, Sari Saba-Sadiya, Gemma Roig

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

Journal ref 2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), pp. 4051-4058

Risk assessment and observation of driver with pedestrian using instantaneous heart rate and HRV

Riku Kikuta, Daniel Carruth, John Ball, Reuben Burch, Ichiro Kageyama

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

Journal ref 2023 AHFE Open Access, vol 95

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