脑机接口 / BCI

Vector-Based Data Improves Left-Right Eye-Tracking Classifier Performance After a Covariate Distributional Shift

Brian Xiang, Abdelrahman Abdelmonsef

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

Electromagnetic Source Imaging via a Data-Synthesis-Based Convolutional Encoder-Decoder Network

Gexin Huang, Jiawen Liang, Ke Liu, Chang Cai, ZhengHui Gu, Feifei Qi, Yuan Qing Li, Zhu Liang Yu, Wei Wu

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

Comments 15 pages, 14 figures, and journal

Task-oriented Self-supervised Learning for Anomaly Detection in Electroencephalography

Yaojia Zheng, Zhouwu Liu, Rong Mo, Ziyi Chen, Wei-shi Zheng, Ruixuan Wang

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

HyperNTF: A Hypergraph Regularized Nonnegative Tensor Factorization for Dimensionality Reduction

Wanguang Yin, Youzhi Qu, Zhengming Ma, Quanying Liu

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

Comments 15 pages

A Deep Learning Approach for the Segmentation of Electroencephalography Data in Eye Tracking Applications

Lukas Wolf, Ard Kastrati, Martyna Beata Płomecka, Jie-Ming Li, Dustin Klebe, Alexander Veicht, Roger Wattenhofer, Nicolas Langer

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

Comments 21 pages, Published at the Proceedings of the 39th International Conference on Machine Learning (ICML) 2022

Bispectrum-based Cross-frequency Functional Connectivity: Classification of Alzheimer's disease

Dominik Klepl, Fei He, Min Wu, Daniel J. Blackburn, Ptolemaios G. Sarrigiannis

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

Comments 5 pages, 4 figures, conference

Investigating Brain Connectivity with Graph Neural Networks and GNNExplainer

Maksim Zhdanov, Saskia Steinmann, Nico Hoffmann

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

Comments Submitted to ICPR 2022

Complexity Measures for Quantifying Changes in Electroencephalogram in Alzheimers Disease

Ali H. Al-Nuaimi, Emmanuel Jammeh, Lingfen Sun, Emmanuel Ifeachor

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

Hyperdimensional computing encoding for feature selection on the use case of epileptic seizure detection

Una Pale, Tomas Teijeiro, David Atienza

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

Advanced sleep spindle identification with neural networks

Lars Kaulen, Justus T. C. Schwabedal, Jules Schneider, Philipp Ritter, Stephan Bialonski

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

Comments 11 pages, 4 figures

Journal ref Scientific Reports 12, 7686 (2022)

Multi-Centroid Hyperdimensional Computing Approach for Epileptic Seizure Detection

Una Pale, Tomas Teijeiro, David Atienza

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

Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis

Siyi Tang, Jared A. Dunnmon, Khaled Saab, Xuan Zhang, Qianying Huang, Florian Dubost, Daniel L. Rubin, Christopher Lee-Messer

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

Comments Published as a conference paper at ICLR 2022

Journal ref ICLR 2022

Mental State Classification Using Multi-graph Features

Guodong Chen, Hayden S. Helm, Kate Lytvynets, Weiwei Yang, Carey E. Priebe

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

CLPVG: Circular limited penetrable visibility graph as a new network model for time series

Qi Xuan, Jinchao Zhou, Kunfeng Qiu, Dongwei Xu, Shilian Zheng, Xiaoniu Yang

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

Comments 9 pages, 9 figures

EEGminer: Discovering Interpretable Features of Brain Activity with Learnable Filters

Siegfried Ludwig, Stylianos Bakas, Dimitrios A. Adamos, Nikolaos Laskaris, Yannis Panagakis, Stefanos Zafeiriou

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

Comments 14 pages, 8 figures

SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification

Huy Phan, Kaare Mikkelsen, Oliver Y. Chén, Philipp Koch, Alfred Mertins, 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 Transactions on Biomedical Engineering

Exploration of Hyperdimensional Computing Strategies for Enhanced Learning on Epileptic Seizure Detection

Una Pale, Tomas Teijeiro, David Atienza

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

Where Is My Mind (looking at)? Predicting Visual Attention from Brain Activity

Victor Delvigne, Noé Tits, Luca La Fisca, Nathan Hubens, Antoine Maiorca, Hazem Wannous, Thierry Dutoit, Jean-Philippe Vandeborre

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

Adaptive Template Enhancement for Improved Person Recognition using Small Datasets

Su Yang, Sanaul Hoque, Farzin Deravi

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

Comments 8 pages, 7 figures, 1 table

ALEBk: Feasibility Study of Attention Level Estimation via Blink Detection applied to e-Learning

Roberto Daza, Daniel DeAlcala, Aythami Morales, Ruben Tolosana, Ruth Cobos, Julian Fierrez

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

Comments Preprint of the paper presented to the Workshop on Artificial Intelligence for Education (AI4EDU) of AAAI 2022

Scalable Machine Learning Architecture for Neonatal Seizure Detection on Ultra-Edge Devices

Vishal Nagarajan, Ashwini Muralidharan, Deekshitha Sriraman, Pravin Kumar S

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

Comments 6 pages, 5 figures, Accepted at 2nd International Conference on Artificial Intelligence and Signal Processing (AISP) 2022

Efficient Hierarchical Bayesian Inference for Spatio-temporal Regression Models in Neuroimaging

Ali Hashemi, Yijing Gao, Chang Cai, Sanjay Ghosh, Klaus-Robert Müller, Srikantan S. Nagarajan, Stefan Haufe

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

Comments Accepted to the 35th Conference on Neural Information Processing Systems (NeurIPS 2021)

ToFFi -- Toolbox for Frequency-based Fingerprinting of Brain Signals

Michał K. Komorowski, Krzysztof Rykaczewski, Tomasz Piotrowski, Katarzyna Jurewicz, Jakub Wojciechowski, Anne Keitel, Joanna Dreszer, Włodzisław Duch

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

Comments 21 pages, 10 figures

Intention Detection of Gait Adaptation in Natural Settings

Ines Domingos, Guang-Zhong Yang, Fani Deligianni

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

Using growth transform dynamical systems for spatio-temporal data sonification

Oindrila Chatterjee, Shantanu Chakrabartty

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

Comments This article was submitted to PLoS One in March, 2021 and is currently under peer review

An End-to-End Deep Learning Approach for Epileptic Seizure Prediction

Yankun Xu, Jie Yang, Shiqi Zhao, Hemmings Wu, Mohamad Sawan

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

Comments 5 pages, 4 figures, 4 tables, conference

Multiscale Wavelet Transfer Entropy with Application to Corticomuscular Coupling Analysis

Zhenghao Guo, Verity M. McClelland, Osvaldo Simeone, Kerry R. Mills, Zoran Cvetkovic

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

Comments 12 pages. Accepted version, to appear in IEEE Transactions on Biomedical Engineering

Sleep Staging Based on Multi Scale Dual Attention Network

Huafeng Wang, Chonggang Lu, Qi Zhang, Zhimin Hu, Xiaodong Yuan, Pingshu Zhang, Wanquan Liu

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

Visualizing High Dimensional Dynamical Processes

Andrés F. Duque, Guy Wolf, Kevin R. Moon

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

Comments 7 pages, 3 figures

Journal ref IEEE International Workshop on Machine Learning for Signal Processing, Oct. 2019

Epileptic Seizures Detection Using Deep Learning Techniques: A Review

Afshin Shoeibi, Marjane Khodatars, Navid Ghassemi, Mahboobeh Jafari, Parisa Moridian, Roohallah Alizadehsani, Maryam Panahiazar, Fahime Khozeimeh, Assef Zare, Hossein Hosseini-Nejad, Abbas Khosravi, Amir F. Atiya, Diba Aminshahidi, Sadiq Hussain, Modjtaba Rouhani, Saeid Nahavandi, Udyavara Rajendra Acharya

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

Journal ref International Journal of Environmental Research and Public Health. 2021; 18(11):5780