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Accurate EEG-Based Emotion Recognition on Combined Features Using Deep Convolutional Neural Networks
7 references·16 citing·32 second hop
Accurate EEG-Based Emotion Recognition on Combined Features Using Deep Convolutional Neural Networks (2019)Accurate EEG-Based Emotion Recognition on…EEG-Based Emotion Recognition using 3D Convolutional Neural Networks (2018)EEG-Based Emotion Recognition…Emotion Recognition based on EEG using LSTM Recurrent Neural Network (2017)Emotion Recognition based on …Improving BCI-based emotion recognition by combining EEG feature selection and kernel classifiers (2015)Improving BCI-based emotion r…Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection (2015)Analysis of EEG Signals and F…EEG-Based Emotion Recognition Using Deep Learning Network with Principal Component Based Covariate Shift Adaptation (2014)EEG-Based Emotion Recognition…Real-Time EEG-Based Emotion Recognition and Its Applications (2011)Real-Time EEG-Based Emotion R…DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)DEAP: A Database for Emotion …Emotion recognition in EEG signals using deep learning methods: A review (2023)Emotion recognition in EEG si…Deep learning-based EEG emotion recognition: Current trends and future perspectives (2023)Deep learning-based EEG emoti…A comprehensive survey on emotion recognition based on electroencephalograph (EEG) signals (2023)A comprehensive survey on emo…Automated emotion recognition: Current trends and future perspectives (2022)Automated emotion recognition…Recognition of human emotions using EEG signals: A review (2021)Recognition of human emotions…Graph-Embedded Convolutional Neural Network for Image-Based EEG Emotion Recognition (2021)Graph-Embedded Convolutional …Emotion Recognition From EEG Signal Focusing on Deep Learning and Shallow Learning Techniques (2021)Emotion Recognition From EEG …A novel transferability attention neural network model for EEG emotion recognition (2021)A novel transferability atten…Subject-Independent Emotion Recognition of EEG Signals Based on Dynamic Empirical Convolutional Neural Network (2020)Subject-Independent Emotion R…Machine-Learning-Based Emotion Recognition System Using EEG Signals (2020)Machine-Learning-Based Emotio…Emotion Recognition From Multi-Channel EEG via Deep Forest (2020)Emotion Recognition From Mult…An Investigation of Deep Learning Models for EEG-Based Emotion Recognition (2020)An Investigation of Deep Lear…A 3D-convolutional neural network framework with ensemble learning techniques for multi-modal emotion recognition (2020)A 3D-convolutional neural net…Ten challenges for EEG-based affective computing (2019)Ten challenges for EEG-based …Phase-Locking Value Based Graph Convolutional Neural Networks for Emotion Recognition (2019)Phase-Locking Value Based Gra…A Hierarchical Bidirectional GRU Model With Attention for EEG-Based Emotion Classification (2019)A Hierarchical Bidirectional …A circumplex model of affect. (1980)Measuring emotion: The self-assessment manikin and the semantic differential (1994)International affective picture system (IAPS) : affective ratings of pictures and instruction manual (2005)Real-time EEG-based emotion monitoring using stable features (2015)Comparison of different feature extraction methods for EEG-based emotion recognition (2020)Affective Computing (1997)AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)Recognition of emotions using multimodal physiological signals and an ensemble deep learning model (2016)Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition (2017)Real-Time Movie-Induced Discrete Emotion Recognition from EEG Signals (2017)Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications (2010)EEG Based Emotion Recognition: A Tutorial and Review (2022)Human emotion recognition from EEG-based brain–computer interface using machine learning: a comprehensive review (2022)TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition (2022)Investigating Causal Relations by Econometric Models and Cross-spectral Methods (1969)Multichannel EEG-Based Emotion Recognition via Group Sparse Canonical Correlation Analysis (2016)EEG Based Emotion Recognition by Combining Functional Connectivity Network and Local Activations (2019)Emotion recognition based on physiological changes in music listening (2008)A Multi-Column CNN Model for Emotion Recognition from EEG Signals (2019)Emotion regulation: Conceptual foundations (2007)Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Multi-channel EEG-based emotion recognition via a multi-level features guided capsule network (2020)EEG Channel Correlation Based Model for Emotion Recognition (2021)Review of the emotional feature extraction and classification using EEG signals (2021)A Review, Current Challenges, and Future Possibilities on Emotion Recognition Using Machine Learning and Physiological Signals (2019)EEG emotion recognition using fusion model of graph convolutional neural networks and LSTM (2020)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)EEG-based Emotion Recognition via Transformer Neural Architecture Search (2022)A comprehensive review of deep learning in EEG-based emotion recognition: classifications, trends, and practical implications (2024)ERTNet: an interpretable transformer-based framework for EEG emotion recognition (2024)Artificial Intelligence in Psychiatry: A Review of Biological and Behavioral Data Analyses (2025)
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References

  • 2011DEAP: A Database for Emotion Analysis ;Using Physiological Signals5,082 cited
  • 2017Emotion Recognition based on EEG using LSTM Recurrent Neural Network653 cited
  • 2015Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection555 cited
  • 2015Improving BCI-based emotion recognition by combining EEG feature selection and kernel classifiers506 cited
  • 2014EEG-Based Emotion Recognition Using Deep Learning Network with Principal Component Based Covariate Shift Adaptation486 cited
  • 2011Real-Time EEG-Based Emotion Recognition and Its Applications274 cited
  • 2018EEG-Based Emotion Recognition using 3D Convolutional Neural Networks251 cited

Cited by

  • 2020Emotion Recognition From Multi-Channel EEG via Deep Forest249 cited
  • 2021Recognition of human emotions using EEG signals: A review228 cited
  • 2023Emotion recognition in EEG signals using deep learning methods: A review228 cited
  • 2019Phase-Locking Value Based Graph Convolutional Neural Networks for Emotion Recognition215 cited
  • 2019A Hierarchical Bidirectional GRU Model With Attention for EEG-Based Emotion Classification196 cited
  • 2021Emotion Recognition From EEG Signal Focusing on Deep Learning and Shallow Learning Techniques189 cited
  • 2022Automated emotion recognition: Current trends and future perspectives

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172 cited
  • 2020An Investigation of Deep Learning Models for EEG-Based Emotion Recognition150 cited
  • 2023Deep learning-based EEG emotion recognition: Current trends and future perspectives138 cited
  • 2021Graph-Embedded Convolutional Neural Network for Image-Based EEG Emotion Recognition130 cited
  • 2020Machine-Learning-Based Emotion Recognition System Using EEG Signals128 cited
  • 2019Ten challenges for EEG-based affective computing122 cited
  • 2023A comprehensive survey on emotion recognition based on electroencephalograph (EEG) signals120 cited
  • 2020A 3D-convolutional neural network framework with ensemble learning techniques for multi-modal emotion recognition117 cited
  • 2020Subject-Independent Emotion Recognition of EEG Signals Based on Dynamic Empirical Convolutional Neural Network116 cited
  • 2021A novel transferability attention neural network model for EEG emotion recognition116 cited