脑机接口 / BCI

Adversarial Deep Learning in EEG Biometrics

Ozan Ozdenizci, Ye Wang, Toshiaki Koike-Akino, Deniz Erdogmus

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

Comments Accepted for publication by IEEE Signal Processing Letters

Journal ref IEEE Signal Processing Letters, 2019

Machine learning approaches in Detecting the Depression from Resting-state Electroencephalogram (EEG): A Review Study

Milena Cukic Radenkovic

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

Comments 31 pages, 4 Figures. arXiv admin note: text overlap with arXiv:1803.05985 by other authors

Residual Deep Convolutional Neural Network for EEG Signal Classification in Epilepsy

Diyuan Lu, Jochen Triesch

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

Detecting Epileptic Seizures from EEG Data using Neural Networks

Siddharth Pramod, Adam Page, Tinoosh Mohsenin, Tim Oates

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

Comments This paper has been withdrawn by the authors due to an error discovered in the experiments

DOSED: a deep learning approach to detect multiple sleep micro-events in EEG signal

Stanislas Chambon, Valentin Thorey, Pierrick J. Arnal, Emmanuel Mignot, Alexandre Gramfort

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

EEG Classification based on Image Configuration in Social Anxiety Disorder

Lubna Shibly Mokatren, Rashid Ansari, Ahmet Enis Cetin, Alex D. Leow, Olusola Ajilore, Heide Klumpp, Fatos T. Yarman Vural

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

AI Neurotechnology for Aging Societies -- Task-load and Dementia EEG Digital Biomarker Development Using Information Geometry Machine Learning Methods

Tomasz M. Rutkowski, Qibin Zhao, Masao S. Abe, Mihoko Otake

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

Comments 5 pages, 2 figures, NeurIPS 2018 AI for Social Good Workshop at the Neural Information Processing Systems (NeurIPS = formerly NIPS) 2018. Montreal, Canada

Automatic Electrodes Detection during simultaneous EEG/fMRI acquisition

Mathis Fleury, Pierre Maurel, Marsel Mano, Elise Bannier, Christian Barillot

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

Comments ISMRM, Jun 2018, Paris, France. 2018, https://www.ismrm.org/

EEG-based video identification using graph signal modeling and graph convolutional neural network

Soobeom Jang, Seong-Eun Moon, Jong-Seok Lee

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

Comments Accepted and presented at ICASSP 2018

Convolutional Neural Network Approach for EEG-based Emotion Recognition using Brain Connectivity and its Spatial Information

Seong-Eun Moon, Soobeom Jang, Jong-Seok Lee

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

Comments Accepted for the 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2018)

Cross-paradigm pretraining of convolutional networks improves intracranial EEG decoding

Joos Behncke, Robin Tibor Schirrmeister, Martin Völker, Jiří Hammer, Petr Marusič, Andreas Schulze-Bonhage, Wolfram Burgard, Tonio Ball

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

A deep learning architecture to detect events in EEG signals during sleep

Stanislas Chambon, Valentin Thorey, Pierrick J. Arnal, Emmanuel Mignot, Alexandre Gramfort

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

Multitaper Spectral Estimation HDP-HMMs for EEG Sleep Inference

Leon Chlon, Andrew Song, Sandya Subramanian, Hugo Soulat, John Tauber, Demba Ba, Michael Prerau

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

ChronoNet: A Deep Recurrent Neural Network for Abnormal EEG Identification

Subhrajit Roy, Isabell Kiral-Kornek, Stefan Harrer

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

Comments 8 pages, 2 figures, 2 tables

Classification of auditory stimuli from EEG signals with a regulated recurrent neural network reservoir

Marc-Antoine Moinnereau, Thomas Brienne, Simon Brodeur, Jean Rouat, Kevin Whittingstall, Eric Plourde

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

Brain EEG Time Series Selection: A Novel Graph-Based Approach for Classification

Chenglong Dai, Jia Wu, Dechang Pi, Lin Cui

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

Comments 9 pages, 5 figures, Accepted by SDM-2018

Anticipating epileptic seizures through the analysis of EEG synchronization as a data classification problem

Paolo Detti, Garazi Zabalo Manrique de Lara, Renato Bruni, Marco Pranzo, Francesco Sarnari

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

Improvement of Resting-state EEG Analysis Process with Spectrum Weight-Voting based on LES

Yumeng Ye, Haichun Liu, TianHong Zhang, Changchun Pan, Genke Yang, JiJun Wang, Robert C. Qiu

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

Comments 9 pages, 6 figures

Towards Deep Modeling of Music Semantics using EEG Regularizers

Francisco Raposo, David Martins de Matos, Ricardo Ribeiro, Suhua Tang, Yi Yu

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

Comments 5 pages, 2 figures

Riemannian tangent space mapping and elastic net regularization for cost-effective EEG markers of brain atrophy in Alzheimer's disease

Wolfgang Fruehwirt, Matthias Gerstgrasser, Pengfei Zhang, Leonard Weydemann, Markus Waser, Reinhold Schmidt, Thomas Benke, Peter Dal-Bianco, Gerhard Ransmayr, Dieter Grossegger, Heinrich Garn, Gareth W. Peters, Stephen Roberts, Georg Dorffner

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

Comments Presented at NIPS 2017 Workshop on Machine Learning for Health

Musical NeuroPicks: a consumer-grade BCI for on-demand music streaming services

Fotis Kalaganis, Dimitrios A. Adamos, Nikos Laskaris

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

Journal ref Neurocomputing 2017

Multi-feature classifiers for burst detection in single EEG channels from preterm infants

X. Navarro, F. Porée, M. Kuchenbuch, M. Chavez, A. Beuchée, G. Carrault

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

Comments 11 pages, 5 figures. Table 1 in the last page

EEG in the classroom: Synchronised neural recordings during video presentation

Andreas Trier Poulsen, Simon Kamronn, Jacek Dmochowski, Lucas C. Parra, Lars Kai Hansen

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

Comments 14 pages, 5 figures, 3 tables. Preprint version. Revision of original preprint. Supplementary materials added as ancillary file

Inter-stimulus Interval Study for the Tactile Point-pressure Brain-computer Interface

Kensuke Shimizu, Shoji Makino, Tomasz M. Rutkowski

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

Comments 4 pages, 5 figures, accepted for EMBC 2015, IEEE copyright

Sparse Bayesian Learning for EEG Source Localization

Sajib Saha, Frank de Hoog, Ya. I. Nesterets, Rajib Rana, M. Tahtali, T. E. Gureyev

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

Comments arXiv admin note: substantial text overlap with arXiv:1406.2434

A Plug&Play P300 BCI Using Information Geometry

Alexandre Barachant, Marco Congedo

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

Multivariate Temporal Dictionary Learning for EEG

Quentin Barthélemy, Cédric Gouy-Pailler, Yoann Isaac, Antoine Souloumiac, Anthony Larue, Jérôme I. Mars

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

Journal ref Published in Journal of Neuroscience Methods, vol. 215, pp. 19-28, 2013

Testing the limits of past-adapted explanations by post-endpoint randomisation: anticipatory EEG as a worked case

通过端点后随机化测试适配过去的解释的极限：以预期脑电图为例

George Sopasakis, Alexandros Sopasakis

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

AI总结 本研究提出Level II-A框架，以合成脑电图数据为案例，通过端点后随机化测试适配过去的解释的极限，将“过去解释”转化为可检验的量级限定主张。

Comments Perspective article. 90 pages, 6 figures, 15 tables; includes Supplementary Information. No human EEG data are analysed. Synthetic benchmark and reproducible software are available at https://github.com/geosop/LEVEL-IIA and https://doi.org/10.5281/zenodo.21887583

PSO Fuzzy XGBoost Classifier Boosted with Neural Gas Features on EEG Signals in Emotion Recognition

Seyed Muhammad Hossein Mousavi

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments PSO, Fuzzy, XGBoost, Neural Gas Network (NGN), Feature Selection, EEG Signals, Emotion Recognition

Real-Time Seizure Detection using EEG: A Comprehensive Comparison of Recent Approaches under a Realistic Setting

Kwanhyung Lee, Hyewon Jeong, Seyun Kim, Donghwa Yang, Hoon-Chul Kang, Edward Choi

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments Real-Time Seizure Detection with EEG