Cargando…

EEG-Based Emotion Classification Using a Deep Neural Network and Sparse Autoencoder

Emotion classification based on brain–computer interface (BCI) systems is an appealing research topic. Recently, deep learning has been employed for the emotion classifications of BCI systems and compared to traditional classification methods improved results have been obtained. In this paper, a nov...

Descripción completa

Detalles Bibliográficos
Autores principales:	Liu, Junxiu, Wu, Guopei, Luo, Yuling, Qiu, Senhui, Yang, Su, Li, Wei, Bi, Yifei
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2020
Materias:	Neuroscience
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7492909/ https://www.ncbi.nlm.nih.gov/pubmed/32982703 http://dx.doi.org/10.3389/fnsys.2020.00043

Ejemplares similares

Deep Sparse Autoencoder and Recursive Neural Network for EEG Emotion Recognition
por: Li, Qi, et al.
Publicado: (2022)

Latent Factor Decoding of Multi-Channel EEG for Emotion Recognition Through Autoencoder-Like Neural Networks
por: Li, Xiang, et al.
Publicado: (2020)

Improving EEG-Based Driver Fatigue Classification Using Sparse-Deep Belief Networks
por: Chai, Rifai, et al.
Publicado: (2017)

An Intelligent EEG Classification Methodology Based on Sparse Representation Enhanced Deep Learning Networks
por: Huang, Jing-Shan, et al.
Publicado: (2020)

SASDL and RBATQ: Sparse Autoencoder With Swarm Based Deep Learning and Reinforcement Based Q-Learning for EEG Classification
Publicado: (2022)

Breath analysis based early gastric cancer classification from deep stacked sparse autoencoder neural network
por: Aslam, Muhammad Aqeel, et al.
Publicado: (2021)

ASD-SAENet: A Sparse Autoencoder, and Deep-Neural Network Model for Detecting Autism Spectrum Disorder (ASD) Using fMRI Data
por: Almuqhim, Fahad, et al.
Publicado: (2021)

Sparse measures with swarm-based pliable hidden Markov model and deep learning for EEG classification
por: Prabhakar, Sunil Kumar, et al.
Publicado: (2022)

Optimal Deep Stacked Sparse Autoencoder Based Osteosarcoma Detection and Classification Model
por: Fakieh, Bahjat, et al.
Publicado: (2022)

Classification of Thyroid Nodules with Stacked Denoising Sparse Autoencoder
por: Li, Zexin, et al.
Publicado: (2020)

Intelligent Epileptic Seizure Detection and Classification Model Using Optimal Deep Canonical Sparse Autoencoder
por: Hilal, Anwer Mustafa, et al.
Publicado: (2022)

A sparse autoencoder-based deep neural network for protein solvent accessibility and contact number prediction
por: Deng, Lei, et al.
Publicado: (2017)

Data Augmentation for Deep Neural Networks Model in EEG Classification Task: A Review
por: He, Chao, et al.
Publicado: (2021)

Hierarchical Sparse Coding of Objects in Deep Convolutional Neural Networks
por: Liu, Xingyu, et al.
Publicado: (2020)

Recurrent Deep Neural Networks for Real-Time Sleep Stage Classification From Single Channel EEG
por: Bresch, Erik, et al.
Publicado: (2018)

Deep Sparse Learning for Automatic Modulation Classification Using Recurrent Neural Networks
por: Zang, Ke, et al.
Publicado: (2021)

SARS-CoV-2 virus classification based on stacked sparse autoencoder
por: Coutinho, Maria G.F., et al.
Publicado: (2022)

An Investigation of Deep Learning Models for EEG-Based Emotion Recognition
por: Zhang, Yaqing, et al.
Publicado: (2020)

Sparse Logistic Regression With L(1/2) Penalty for Emotion Recognition in Electroencephalography Classification
por: Chen, Dong-Wei, et al.
Publicado: (2020)

Subject-independent EEG classification based on a hybrid neural network
por: Zhang, Hao, et al.
Publicado: (2023)

Low Cost Interconnected Architecture for the Hardware Spiking Neural Networks
por: Luo, Yuling, et al.
Publicado: (2018)

Sparse Convolutional Denoising Autoencoders for Genotype Imputation
por: Chen, Junjie, et al.
Publicado: (2019)

Epileptic seizure detection with deep EEG features by convolutional neural network and shallow classifiers
por: Zeng, Wei, et al.
Publicado: (2023)

Cross-Subject EEG Emotion Recognition With Self-Organized Graph Neural Network
por: Li, Jingcong, et al.
Publicado: (2021)

Sparse Granger Causality Analysis Model Based on Sensors Correlation for Emotion Recognition Classification in Electroencephalography
por: Chen, Dongwei, et al.
Publicado: (2021)

An Oscillatory Neural Autoencoder Based on Frequency Modulation and Multiplexing
por: Soman, Karthik, et al.
Publicado: (2018)

Sparse Computation in Adaptive Spiking Neural Networks
por: Zambrano, Davide, et al.
Publicado: (2019)

Utilization of temporal autoencoder for semi-supervised intracranial EEG clustering and classification
por: Nejedly, Petr, et al.
Publicado: (2023)

SAEROF: an ensemble approach for large-scale drug-disease association prediction by incorporating rotation forest and sparse autoencoder deep neural network
por: Jiang, Han-Jing, et al.
Publicado: (2020)

Road-Type Classification with Deep AutoEncoder
por: Molefe, Mohale E., et al.
Publicado: (2023)

Improving EEG-Based Emotion Classification Using Conditional Transfer Learning
por: Lin, Yuan-Pin, et al.
Publicado: (2017)

Music Emotion Classification Method Based on Deep Learning and Explicit Sparse Attention Network
por: Jia, Xiaoguang
Publicado: (2022)

Sparse deep neural networks on imaging genetics for schizophrenia case–control classification
por: Chen, Jiayu, et al.
Publicado: (2021)

Cross-Subject EEG-Based Emotion Recognition Through Neural Networks With Stratified Normalization
por: Fdez, Javier, et al.
Publicado: (2021)

Multi-channel EEG emotion recognition through residual graph attention neural network
por: Chao, Hao, et al.
Publicado: (2023)

Review of Sparse Representation-Based Classification Methods on EEG Signal Processing for Epilepsy Detection, Brain-Computer Interface and Cognitive Impairment
por: Wen, Dong, et al.
Publicado: (2016)

A Deep Autoencoder-Based Convolution Neural Network Framework for Bearing Fault Classification in Induction Motors
por: Toma, Rafia Nishat, et al.
Publicado: (2021)

A Sparse EEG-Informed fMRI Model for Hybrid EEG-fMRI Neurofeedback Prediction
por: Cury, Claire, et al.
Publicado: (2020)

Extracting a Novel Emotional EEG Topographic Map Based on a Stacked Autoencoder Network
por: Vafaei, Elnaz, et al.
Publicado: (2023)

Transformer fault diagnosis using continuous sparse autoencoder
por: Wang, Lukun, et al.
Publicado: (2016)

Cannot write session to /tmp/vufind_sessions/sess_9hphsn7gf68dlca1oht4vngrlo