Cargando…

Emotion Recognition Based on Dynamic Energy Features Using a Bi-LSTM Network

Among electroencephalogram (EEG) signal emotion recognition methods based on deep learning, most methods have difficulty in using a high-quality model due to the low resolution and the small sample size of EEG images. To solve this problem, this study proposes a deep network model based on dynamic e...

Descripción completa

Detalles Bibliográficos
Autores principales:	Zhu, Meili, Wang, Qingqing, Luo, Jianglin
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2022
Materias:	Neuroscience
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8900638/ https://www.ncbi.nlm.nih.gov/pubmed/35264939 http://dx.doi.org/10.3389/fncom.2021.741086

Ejemplares similares

EEG-based emotion recognition using hybrid CNN and LSTM classification
por: Chakravarthi, Bhuvaneshwari, et al.
Publicado: (2022)

Human Activity Recognition Based on Residual Network and BiLSTM
por: Li, Yong, et al.
Publicado: (2022)

Automatic Modulation Recognition Based on a DCN-BiLSTM Network
por: Liu, Kai, et al.
Publicado: (2021)

Dynamic Gesture Recognition Model Based on Millimeter-Wave Radar With ResNet-18 and LSTM
por: Zhang, Yongqiang, et al.
Publicado: (2022)

An online human–robot collaborative grinding state recognition approach based on contact dynamics and LSTM
por: Chen, Shouyan, et al.
Publicado: (2022)

Aeroengine Working Condition Recognition Based on MsCNN-BiLSTM
por: Zheng, Jinsong, et al.
Publicado: (2022)

Personality-Based Emotion Recognition Using EEG Signals with a CNN-LSTM Network
por: Hosseini, Mohammad Saleh Khajeh, et al.
Publicado: (2023)

A Convolutional Neural Network Face Recognition Method Based on BiLSTM and Attention Mechanism
por: Qi, Xiaobo, et al.
Publicado: (2023)

Deep Learning-Based Approach for Emotion Recognition Using Electroencephalography (EEG) Signals Using Bi-Directional Long Short-Term Memory (Bi-LSTM)
por: Algarni, Mona, et al.
Publicado: (2022)

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

Integrating BERT Embeddings and BiLSTM for Emotion Analysis of Dialogue
por: Gou, Zhinan, et al.
Publicado: (2023)

CNN-Bi-LSTM: A Complex Environment-Oriented Cattle Behavior Classification Network Based on the Fusion of CNN and Bi-LSTM
por: Gao, Guohong, et al.
Publicado: (2023)

Emotion Analysis Model of Microblog Comment Text Based on CNN-BiLSTM
por: Li, Aichuan, et al.
Publicado: (2022)

Deep Bi-LSTM Networks for Sequential Recommendation
por: Zhao, Chuanchuan, et al.
Publicado: (2020)

Enhancer-LSTMAtt: A Bi-LSTM and Attention-Based Deep Learning Method for Enhancer Recognition
por: Huang, Guohua, et al.
Publicado: (2022)

Network Intrusion Detection Method Based on FCWGAN and BiLSTM
por: Ma, Zexuan, et al.
Publicado: (2022)

Hierarchical Spatiotemporal Electroencephalogram Feature Learning and Emotion Recognition With Attention-Based Antagonism Neural Network
por: Zhang, Pengwei, et al.
Publicado: (2021)

Retracted: Emotion Analysis Model of Microblog Comment Text Based on CNN-BiLSTM
por: Intelligence and Neuroscience, Computational
Publicado: (2023)

Data glove-based gesture recognition using CNN-BiLSTM model with attention mechanism
por: Wu, Jiawei, et al.
Publicado: (2023)

GCF(2)-Net: global-aware cross-modal feature fusion network for speech emotion recognition
por: Li, Feng, et al.
Publicado: (2023)

Improving Named Entity Recognition for Biomedical and Patent Data Using Bi-LSTM Deep Neural Network Models
por: Saad, Farag, et al.
Publicado: (2020)

An Investigation of the Free Energy Principle for Emotion Recognition
por: Demekas, Daphne, et al.
Publicado: (2020)

Integrating Multiclass Light Weighted BiLSTM Model for Classifying Negative Emotions
por: Bhende, Manisha, et al.
Publicado: (2022)

Multi-Feature Input Deep Forest for EEG-Based Emotion Recognition
por: Fang, Yinfeng, et al.
Publicado: (2021)

Recognition of Unknown Entities in Specific Financial Field Based on ERNIE-Doc-BiLSTM-CRF
por: Xin, Li, et al.
Publicado: (2022)

Microblog User Emotion Analysis Method Based on Improved Hierarchical Attention Mechanism and BiLSTM
por: Chen, Xiao, et al.
Publicado: (2022)

Exploring EEG Features in Cross-Subject Emotion Recognition
por: Li, Xiang, et al.
Publicado: (2018)

Digitization of Handwritten Chess Scoresheets with a BiLSTM Network
por: Majid, Nishatul, et al.
Publicado: (2022)

Electroencephalogram Emotion Recognition Based on 3D Feature Fusion and Convolutional Autoencoder
por: An, Yanling, et al.
Publicado: (2021)

Gaussian-Filtered High-Frequency-Feature Trained Optimized BiLSTM Network for Spoofed-Speech Classification
por: Mewada, Hiren, et al.
Publicado: (2023)

Training LSTM Networks With Resistive Cross-Point Devices
por: Gokmen, Tayfun, et al.
Publicado: (2018)

Retracted: Recognition of Unknown Entities in Specific Financial Field Based on ERNIE-Doc-BiLSTM-CRF
por: Intelligence and Neuroscience, Computational
Publicado: (2023)

Expression EEG Multimodal Emotion Recognition Method Based on the Bidirectional LSTM and Attention Mechanism
por: Zhao, Yifeng, et al.
Publicado: (2021)

Data Augmentation for EEG-Based Emotion Recognition Using Generative Adversarial Networks
por: Bao, Guangcheng, et al.
Publicado: (2021)

Cross-Subject EEG Feature Selection for Emotion Recognition Using Transfer Recursive Feature Elimination
por: Yin, Zhong, et al.
Publicado: (2017)

Exploration of effective electroencephalography features for the recognition of different valence emotions
por: Yang, Kai, et al.
Publicado: (2022)

A novel feature fusion network for multimodal emotion recognition from EEG and eye movement signals
por: Fu, Baole, et al.
Publicado: (2023)

Predictions for COVID-19 with deep learning models of LSTM, GRU and Bi-LSTM
por: Shahid, Farah, et al.
Publicado: (2020)

Contextual MEG and EEG Source Estimates Using Spatiotemporal LSTM Networks
por: Dinh, Christoph, et al.
Publicado: (2021)

A One-Dimensional CNN-LSTM Model for Epileptic Seizure Recognition Using EEG Signal Analysis
por: Xu, Gaowei, et al.
Publicado: (2020)

Cannot write session to /tmp/vufind_sessions/sess_jo0ilregf9ng5pegb2ifmfo1oh