Cargando…

Emotion Recognition from Physiological Channels Using Graph Neural Network

In recent years, a number of new research papers have emerged on the application of neural networks in affective computing. One of the newest trends observed is the utilization of graph neural networks (GNNs) to recognize emotions. The study presented in the paper follows this trend. Within the work...

Descripción completa

Detalles Bibliográficos
Autores principales:	Wierciński, Tomasz, Rock, Mateusz, Zwierzycki, Robert, Zawadzka, Teresa, Zawadzki, Michał
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2022
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9025566/ https://www.ncbi.nlm.nih.gov/pubmed/35458965 http://dx.doi.org/10.3390/s22082980

Ejemplares similares

Graph Representation Integrating Signals for Emotion Recognition and Analysis
por: Zawadzka, Teresa, et al.
Publicado: (2021)

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

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

CR-GCN: Channel-Relationships-Based Graph Convolutional Network for EEG Emotion Recognition
por: Jia, Jingjing, et al.
Publicado: (2022)

Sparse Spatial-Temporal Emotion Graph Convolutional Network for Video Emotion Recognition
por: Liu, Xiaodong, et al.
Publicado: (2022)

Accurate emotion recognition using Bayesian model based EEG sources as dynamic graph convolutional neural network nodes
por: Asadzadeh, Shiva, et al.
Publicado: (2022)

Graph Theoretical Analysis of EEG Functional Connectivity Patterns and Fusion with Physiological Signals for Emotion Recognition
por: Xefteris, Vasileios-Rafail, et al.
Publicado: (2022)

Fusion Graph Representation of EEG for Emotion Recognition
por: Li, Menghang, et al.
Publicado: (2023)

Emotional Speech Recognition Using Deep Neural Networks
por: Trinh Van, Loan, et al.
Publicado: (2022)

Personality first in emotion: a deep neural network based on electroencephalogram channel attention for cross-subject emotion recognition
por: Tian, Zhihang, et al.
Publicado: (2021)

Emotion Recognition With Knowledge Graph Based on Electrodermal Activity
por: Perry Fordson, Hayford, 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)

Accelerating 3D Convolutional Neural Network with Channel Bottleneck Module for EEG-Based Emotion Recognition
por: Kim, Sungkyu, et al.
Publicado: (2022)

Skeleton Graph-Neural-Network-Based Human Action Recognition: A Survey
por: Feng, Miao, et al.
Publicado: (2022)

Measuring Speech Recognition With a Matrix Test Using Synthetic Speech
por: Nuesse, Theresa, et al.
Publicado: (2019)

Electroencephalogram signals emotion recognition based on convolutional neural network-recurrent neural network framework with channel-temporal attention mechanism for older adults
por: Jiang, Lei, et al.
Publicado: (2022)

Psychological and Emotional Recognition of Preschool Children Using Artificial Neural Network
por: Rao, Zhangxue, et al.
Publicado: (2022)

Speaker Recognition Using Constrained Convolutional Neural Networks in Emotional Speech
por: Simić, Nikola, et al.
Publicado: (2022)

Emotion Recognition of Online Education Learners by Convolutional Neural Networks
por: Ye, Fulan
Publicado: (2022)

Image Recognition and Extraction of Students' Human Motion Features Based on Graph Neural Network
por: Liu, Jianguo, et al.
Publicado: (2022)

Introduction to graph neural networks
por: Liu, Zhiyuan, et al.
Publicado: (2020)

EEG-Based Emotion Recognition Using an Improved Weighted Horizontal Visibility Graph
por: Kong, Tianjiao, et al.
Publicado: (2021)

STGATE: Spatial-temporal graph attention network with a transformer encoder for EEG-based emotion recognition
por: Li, Jingcong, et al.
Publicado: (2023)

A Novel Music Emotion Recognition Model Using Neural Network Technology
por: Yang, Jing
Publicado: (2021)

Automatic Emotion Recognition in Children with Autism: A Systematic Literature Review
por: Landowska, Agnieszka, et al.
Publicado: (2022)

A Review of Emotion Recognition Using Physiological Signals
por: Shu, Lin, et al.
Publicado: (2018)

Spatial Attention-Based 3D Graph Convolutional Neural Network for Sign Language Recognition
por: Al-Hammadi, Muneer, et al.
Publicado: (2022)

Speech Emotion Recognition with Heterogeneous Feature Unification of Deep Neural Network
por: Jiang, Wei, et al.
Publicado: (2019)

Efficient recognition of dynamic user emotions based on deep neural networks
por: Zheng, Qi
Publicado: (2022)

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

Gaze Gesture Recognition by Graph Convolutional Networks
por: Shi, Lei, et al.
Publicado: (2021)

Accelerating network layouts using graph neural networks
por: Both, Csaba, et al.
Publicado: (2023)

Exploiting social graph networks for emotion prediction
por: Khalid, Maryam, et al.
Publicado: (2023)

Evaluating graph neural networks under graph sampling scenarios
por: Wei, Qiang, et al.
Publicado: (2022)

Evaluating explainability for graph neural networks
por: Agarwal, Chirag, et al.
Publicado: (2023)

Emotion Recognition Based on EEG Using Generative Adversarial Nets and Convolutional Neural Network
por: Pan, Bo, et al.
Publicado: (2021)

Music Composition and Emotion Recognition Using Big Data Technology and Neural Network Algorithm
por: Wang, Yu
Publicado: (2021)

Emotion recognition based on group phase locking value using convolutional neural network
por: Cui, Gaochao, et al.
Publicado: (2023)

Speech Emotion Recognition Using Convolution Neural Networks and Multi-Head Convolutional Transformer
por: Ullah, Rizwan, et al.
Publicado: (2023)

A Small Sample Recognition Model for Poisonous and Edible Mushrooms based on Graph Convolutional Neural Network
por: Zhu, Li, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_e3ktqe7ugt613c5bic3d6875aa