脑机接口 / BCI

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

Shorter Latency of Real-time Epileptic Seizure Detection via Probabilistic Prediction

Yankun Xu, Jie Yang, Wenjie Ming, Shuang Wang, Mohamad Sawan

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

Comments 9 figures, 4 tables. Submitted to Elsevier ESWA

MBrain: A Multi-channel Self-Supervised Learning Framework for Brain Signals

Donghong Cai, Junru Chen, Yang Yang, Teng Liu, Yafeng Li

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

How are the people in the photos judged? Analysis of brain activity when assessing levels of trust and attractiveness

Bernadetta Bartosik, Grzegorz M. Wojcik, Andrzej Kawiak, Aneta Brzezicka

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

Towards trustworthy seizure onset detection using workflow notes

Khaled Saab, Siyi Tang, Mohamed Taha, Christopher Lee-Messer, Christopher Ré, Daniel Rubin

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

Empirical Measurement of Aesthetic Experience of Music

Abhishek Gupta, C. M. Markan

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

A Survey on the Role of Artificial Intelligence in the Prediction and Diagnosis of Schizophrenia

Narges Ramesh, Yasmin Ghodsi, Hamidreza Bolhasani

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

BIOT: Cross-data Biosignal Learning in the Wild

Chaoqi Yang, M. Brandon Westover, Jimeng Sun

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

Comments expect the codebases and pre-trained models to be released in https://github.com/ycq091044/BIOT

Brain Connectivity Features-based Age Group Classification using Temporal Asynchrony Audio-Visual Integration Task

Prerna Singh, Ayush Tripathi, Lalan Kumar, Tapan Kumar Gandhi

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

ScatterFormer: Locally-Invariant Scattering Transformer for Patient-Independent Multispectral Detection of Epileptiform Discharges

Ruizhe Zheng, Jun Li, Yi Wang, Tian Luo, Yuguo Yu

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

Comments 11 pages

Journal ref Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI 2023)

CoRe-Sleep: A Multimodal Fusion Framework for Time Series Robust to Imperfect Modalities

Konstantinos Kontras, Christos Chatzichristos, Huy Phan, Johan Suykens, Maarten De Vos

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

Comments 10 pages, 4 figures, 2 tables, journal

Knowledge-Distilled Graph Neural Networks for Personalized Epileptic Seizure Detection

Qinyue Zheng, Arun Venkitaraman, Simona Petravic, Pascal Frossard

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