脑机接口 / BCI

EpiDeNet: An Energy-Efficient Approach to Seizure Detection for Embedded Systems

Thorir Mar Ingolfsson, Upasana Chakraborty, Xiaying Wang, Sandor Beniczky, Pauline Ducouret, Simone Benatti, Philippe Ryvlin, Andrea Cossettini, Luca Benini

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

Comments 5 pages, 4 tables, 1 figure, Accepted at BioCAS 2023

Evaluating the structure of cognitive tasks with transfer learning

Bruno Aristimunha, Raphael Y. de Camargo, Walter H. Lopez Pinaya, Sylvain Chevallier, Alexandre Gramfort, Cedric Rommel

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

Comments 19 pages, 9 figures

Synthesizing Affective Neurophysiological Signals Using Generative Models: A Review Paper

Alireza F. Nia, Vanessa Tang, Gonzalo Maso Talou, Mark Billinghurst

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

Multimodal Affective States Recognition Based on Multiscale CNNs and Biologically Inspired Decision Fusion Model

Yuxuan Zhao, Xinyan Cao, Jinlong Lin, Dunshan Yu, Xixin Cao

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

Comments 21 pages, 11 figures, 8 tables

Journal ref IEEE Transactions on Affective Computing 14 (2023) 1391-1403

A Decomposition-Based Hybrid Ensemble CNN Framework for Driver Fatigue Recognition

Ruilin Li, Ruobin Gao, P. N. Suganthan

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

Journal ref Information Sciences. 2023

Identification of Cognitive Workload during Surgical Tasks with Multimodal Deep Learning

Kaizhe Jin, Adrian Rubio-Solis, Ravi Naik, Tochukwu Onyeogulu, Amirul Islam, Salman Khan, Izzeddin Teeti, James Kinross, Daniel R Leff, Fabio Cuzzolin, George Mylonas

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

Neural Correlates of Face Familiarity Perception

Evan Ehrenberg, Kleovoulos Leo Tsourides, Hossein Nejati, Ngai-Man Cheung, Pawan Sinha

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

Binary Single-dimensional Convolutional Neural Network for Seizure Prediction

Shiqi Zhao, Jie Yang, Yankun Xu, Mohamad Sawan

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

Comments 2020 IEEE International Symposium on Circuits and Systems (ISCAS)

Multi-Tier Platform for Cognizing Massive Electroencephalogram

Zheng Chen, Lingwei Zhu, Ziwei Yang, Renyuan Zhang

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

Comments 7 pages, accepted by IJCAI 2022

PDE-constrained optimization for electroencephalographic source reconstruction

M. S. Malovichko, N. B. Yavich, A. M. Razorenova, N. A. Koshev

专题命中 EEG解码 ：EEG(abstract)；cortical(abstract)

Toward Open-World Electroencephalogram Decoding Via Deep Learning: A Comprehensive Survey

Xun Chen, Chang Li, Aiping Liu, Martin J. McKeown, Ruobing Qian, Z. Jane Wang

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

Comments Accepted by the IEEE Signal Processing Magazine

Temporal EigenPAC for dyslexia diagnosis

Nicolás Gallego-Molina, Marco Formoso, Andrés Ortiz, Francisco J. Martínez-Murcia, Juan L. Luque

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

OpenSync: An opensource platform for synchronizing multiple measures in neuroscience experiments

Moein Razavi, Vahid Janfaza, Takashi Yamauchi, Anton Leontyev, Shanle Longmire-Monford, Joseph Orr

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

Comments 16 pages, 5 figures, 5 tables

Is the brain macroscopically linear? A system identification of resting state dynamics

Erfan Nozari, Maxwell A. Bertolero, Jennifer Stiso, Lorenzo Caciagli, Eli J. Cornblath, Xiaosong He, Arun S. Mahadevan, George J. Pappas, Dani Smith Bassett

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

Frequency Superposition -- A Multi-Frequency Stimulation Method in SSVEP-based BCIs

Jing Mu, David B. Grayden, Ying Tan, Denny Oetomo

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

Comments 4 pages, 5 figures. This work has been accepted for publication in the 2021 IEEE EMBC

Multi-Frequency Canonical Correlation Analysis (MFCCA): A Generalised Decoding Algorithm for Multi-Frequency SSVEP

Jing Mu, Ying Tan, David B. Grayden, Denny Oetomo

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

Comments 4 pages, 6 figures. This work has been accepted for publication in the 2021 IEEE EMBC

Sleep syndromes onset detection based on automatic sleep staging algorithm

Tim Cvetko, Tinkara Robek

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

Comments 12 pages, 3 figures

Markov-Switching State-Space Models with Applications to Neuroimaging

David Degras, Chee-Ming Ting, Hernando Ombao

专题命中 EEG解码 ：EEG(abstract)；motor imagery(abstract)

REPAC: Reliable estimation of phase-amplitude coupling in brain networks

Giulia Cisotto

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

Journal ref 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

Coherence of Working Memory Study Between Deep Neural Network and Neurophysiology

Yurui Ming

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

Staging Epileptogenesis with Deep Neural Networks

Diyuan Lu, Sebastian Bauer, Valentin Neubert, Lara Sophie Costard, Felix Rosenow, Jochen Triesch

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

Reconstructing ERP Signals Using Generative Adversarial Networks for Mobile Brain-Machine Interface

Young-Eun Lee, Minji Lee, Seong-Whan Lee

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

Comments Submitted to IEEE International Conference on System, Man, and Cybernetics (SMC 2020)

Decoding Imagined Speech using Wavelet Features and Deep Neural Networks

Jerrin Thomas Panachakel, A. G. Ramakrishnan, A. G. Ramakrishnan

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

Comments Preprint of the paper presented in 2019 IEEE 16th India Council International Conference (INDICON). arXiv admin note: substantial text overlap with arXiv:2003.09374

Classification of Perceived Human Stress using Physiological Signals

Aamir Arsalan, Muhammad Majid, Syed Muhammad Anwar, Ulas Bagci

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

Comments Accepted for publication in EMBC 2019

Mining within-trial oscillatory brain dynamics to address the variability of optimized spatial filters

Andreas Meinel, Henrich Kolkhorst, Michael Tangermann

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

Bayesian deep neural networks for low-cost neurophysiological markers of Alzheimer's disease severity

Wolfgang Fruehwirt, Adam D. Cobb, Martin Mairhofer, Leonard Weydemann, Heinrich Garn, Reinhold Schmidt, Thomas Benke, Peter Dal-Bianco, Gerhard Ransmayr, Markus Waser, Dieter Grossegger, Pengfei Zhang, Georg Dorffner, Stephen Roberts

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

Comments Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:1811.07216

Detection of REM Sleep Behaviour Disorder by Automated Polysomnography Analysis

Navin Cooray, Fernando Andreotti, Christine Lo, Mkael Symmonds, Michele T. M. Hu, Maarten De Vos

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

Comments 20 pages, 3 figures

Modeling Brain Connectivity with Graphical Models on Frequency Domain

Xu Gao, Weining Shen, Chee-Ming Ting, Steven C. Cramer, Ramesh Srinivasan, Hernando Ombao

专题命中 EEG解码 ：EEG(abstract)；cortical(abstract)

Deep Architectures for Automated Seizure Detection in Scalp EEGs

Meysam Golmohammadi, Saeedeh Ziyabari, Vinit Shah, Silvia Lopez de Diego, Iyad Obeid, Joseph Picone

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

Comments nder review in International Conference on Machine Learning, Stockholm, Sweden

Automatic Analysis of EEGs Using Big Data and Hybrid Deep Learning Architectures

Meysam Golmohammadi, Amir Hossein Harati Nejad Torbati, Silvia Lopez de Diego, Iyad Obeid, Joseph Picone

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

Comments Under review in Journal of Clinical Neurophysiology