Learning Representations from EEG with Deep Recurrent-Convolutional Neural Networks

19 November 2015

Papers citing "Learning Representations from EEG with Deep Recurrent-Convolutional Neural Networks"

39 / 39 papers shown

Title
Enhancing Representation Learning of EEG Data with Masked Autoencoders Yifei Zhou Sitong Liu 49 0 0 09 Aug 2024
Two Heads are Better than One: A Bio-inspired Method for Improving Classification on EEG-ET Data Eric Modesitt Ruiqi Yang Qi Liu 24 3 0 25 Mar 2023
Impact of dataset size and long-term ECoG-based BCI usage on deep learning decoders performance Maciej Śliwowski Matthieu Martin Antoine Souloumiac P. Blanchart T. Aksenova 29 6 0 08 Sep 2022
EEG4Students: An Experimental Design for EEG Data Collection and Machine Learning Analysis Guangyao Dou Zheng Zhou OOD 26 1 0 24 Aug 2022
Convolutional Neural Networks with A Topographic Representation Module for EEG-Based Brain-Computer Interfaces Xinbin Liang Yaru Liu Yang Yu Kaixuan Liu Yadong Liu Zongtan Zhou 13 0 0 23 Aug 2022
Neural Encoding of Songs is Modulated by Their Enjoyment Gulshan Sharma Pankaja Pandey Ramanathan Subramanian Krishna P. Miyapuram Abhinav Dhall 14 3 0 13 Aug 2022
BrainActivity1: A Framework of EEG Data Collection and Machine Learning Analysis for College Students Zheng Zhou Guangyao Dou Xiaodong Qu 21 12 0 27 Jul 2022
Time Majority Voting, a PC-based EEG Classifier for Non-expert Users Guangyao Dou Zheng Zhou Xiaodong Qu 34 17 0 26 Jul 2022
EEG2Vec: Learning Affective EEG Representations via Variational Autoencoders David Bethge Philipp Hallgarten T. Große-Puppendahl Mohamed Kari L. Chuang Ozan Özdenizci Albrecht Schmidt DRL 27 27 0 16 Jul 2022
Where Is My Mind (looking at)? Predicting Visual Attention from Brain Activity V. Delvigne Noé Tits L. L. Fisca Nathan Hubens Antoine Maiorca H. Wannous Thierry Dutoit Jean-Philippe Vandeborre 19 0 0 11 Jan 2022
A Saliency based Feature Fusion Model for EEG Emotion Estimation V. Delvigne Antoine Facchini H. Wannous Thierry Dutoit L. Ris Jean-Philippe Vandeborre 16 9 0 11 Jan 2022
Positional-Spectral-Temporal Attention in 3D Convolutional Neural Networks for EEG Emotion Recognition Jiyao Liu Yanxin Zhao Hao Wu D. Jiang 3DPC 29 18 0 13 Oct 2021
Spatial-temporal Transformers for EEG Emotion Recognition Jiyao Liu Hao Wu Li Zhang Yanxi Zhao 32 48 0 13 Oct 2021
Decoding ECoG signal into 3D hand translation using deep learning Maciej Śliwowski Matthieu Martin Antoine Souloumiac P. Blanchart T. Aksenova 22 27 0 05 Oct 2021
EEG-ConvTransformer for Single-Trial EEG based Visual Stimuli Classification Subhranil Bagchi Deepti R. Bathula ViT 26 10 0 08 Jul 2021
Universal Physiological Representation Learning with Soft-Disentangled Rateless Autoencoders Mo Han Ozan Özdenizci T. Koike-Akino Ye Wang Deniz Erdogmus OOD AAML DRL 27 10 0 28 Sep 2020
EnK: Encoding time-information in convolution Avinash Kumar Singh Chin-Teng Lin 6 1 0 07 Jun 2020
Bias Remediation in Driver Drowsiness Detection systems using Generative Adversarial Networks Mkhuseli Ngxande J. Tapamo Michael G. Burke 33 38 0 10 Dec 2019
Active Learning for Black-Box Adversarial Attacks in EEG-Based Brain-Computer Interfaces Xue Jiang Xiao Zhang Dongrui Wu AAML 21 16 0 07 Nov 2019
On Assessing Driver Awareness of Situational Criticalities: Multi-modal Bio-sensing and Vision-based Analysis, Evaluations, and Insights Siddharth Siddharth Mohan M. Trivedi 30 11 0 30 Sep 2019
EEG-Based Emotion Recognition Using Regularized Graph Neural Networks Peixiang Zhong Di Wang Chunyan Miao 39 514 0 18 Jul 2019
Recognition of Advertisement Emotions with Application to Computational Advertising Abhinav Shukla Shruti Shriya Gullapuram Harish Katti Mohan Kankanhalli Stefan Winkler Subramanian Ramanathan 26 27 0 03 Apr 2019
On the Vulnerability of CNN Classifiers in EEG-Based BCIs Xiao Zhang Dongrui Wu AAML 24 82 0 31 Mar 2019
Transfer Learning in Brain-Computer Interfaces with Adversarial Variational Autoencoders Ozan Özdenizci Ye Wang T. Koike-Akino Deniz Erdogmus OOD DRL 18 59 0 17 Dec 2018
DOSED: a deep learning approach to detect multiple sleep micro-events in EEG signal Stanislas Chambon Valentin Thorey P. Arnal Emmanuel Mignot Alexandre Gramfort 35 60 0 07 Dec 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 13 89 0 12 Sep 2018
Multimodal Classification with Deep Convolutional-Recurrent Neural Networks for Electroencephalography Chuanqi Tan F. Sun Wenchang Zhang Jianhua Chen Chunfang Liu 18 41 0 24 Jul 2018
Hierarchical Attention-Based Recurrent Highway Networks for Time Series Prediction Yunzhe Tao Lin Ma Weizhong Zhang Jian-Dong Liu Wei Liu Q. Du AI4TS 19 25 0 02 Jun 2018
Adaptive neural network classifier for decoding MEG signals I. Zubarev Rasmus Zetter Hanna-Leena Halme L. Parkkonen 24 46 0 28 May 2018
The Roles of Supervised Machine Learning in Systems Neuroscience Joshua I. Glaser Ari S. Benjamin Roozbeh Farhoodi Konrad Paul Kording 18 114 0 21 May 2018
Learning Neural Markers of Schizophrenia Disorder Using Recurrent Neural Networks J. Dakka P. Bashivan Mina Gheiratmand Irina Rish S. Jha Russell Greiner 35 49 0 01 Dec 2017
Applications of Deep Learning and Reinforcement Learning to Biological Data M. S. M. Mahmud M. S. Kaiser Amir Hussain S. Vassanelli OffRL AI4CE 41 641 0 10 Nov 2017
Attend and Diagnose: Clinical Time Series Analysis using Attention Models Huan-Zhi Song Deepta Rajan Jayaraman J. Thiagarajan A. Spanias MLAU 52 447 0 10 Nov 2017
Convolutional Recurrent Neural Networks for Electrocardiogram Classification Martin Zihlmann Dmytro Perekrestenko Michael Tschannen 19 215 0 17 Oct 2017
SLEEPNET: Automated Sleep Staging System via Deep Learning Siddharth Biswal Joshua A. Kulas Haoqi Sun B. Goparaju M. P. M. Brandon Westover M. Bianchi Jimeng Sun MLAU 20 136 0 26 Jul 2017
Deep Learning Human Mind for Automated Visual Classification C. Spampinato S. Palazzo I. Kavasidis Daniela Giordano M. Shah Nasim Souly 14 224 0 01 Sep 2016
Learning Robust Features using Deep Learning for Automatic Seizure Detection Pierre Thodoroff Joelle Pineau Andrew Lim OOD 16 292 0 31 Jul 2016
Distributed Sequence Memory of Multidimensional Inputs in Recurrent Networks Adam S. Charles Dong Yin Christopher Rozell GNN 33 20 0 26 May 2016
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 266 7,639 0 03 Jul 2012