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A Multi-Dimensional Graph Convolution Network for EEG Emotion Recognition
16 references·5 citing·28 second hop
A Multi-Dimensional Graph Convolution Network for EEG Emotion Recognition (2022)A Multi-Dimensional Graph Convolution Net…Comparing Recognition Performance and Robustness of Multimodal Deep Learning Models for Multimodal Emotion Recognition (2022)Comparing Recognition Perform…Multi-channel EEG-based emotion recognition via a multi-level features guided capsule network (2020)Multi-channel EEG-based emoti…EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)EEG-Based Emotion Recognition…EEG emotion recognition using fusion model of graph convolutional neural networks and LSTM (2020)EEG emotion recognition using…A Wearable EEG Instrument for Real-Time Frontal Asymmetry Monitoring in Worker Stress Analysis (2020)A Wearable EEG Instrument for…A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition (2020)A Novel Bi-Hemispheric Discre…A Channel-Fused Dense Convolutional Network for EEG-Based Emotion Recognition (2020)A Channel-Fused Dense Convolu…GCB-Net: Graph Convolutional Broad Network and Its Application in Emotion Recognition (2019)GCB-Net: Graph Convolutional …Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity (2019)Domain Adaptation for EEG Emo…EmotionMeter: A Multimodal Framework for Recognizing Human Emotions (2018)EmotionMeter: A Multimodal Fr…EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks (2018)EEG Emotion Recognition Using…EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks and Broad Learning System (2018)EEG Emotion Recognition Using…Review and Classification of Emotion Recognition Based on EEG Brain-Computer Interface System Research: A Systematic Review (2017)Review and Classification of …Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks (2015)Investigating Critical Freque…Differential entropy feature for EEG-based emotion classification (2013)Differential entropy feature …Multimodal approaches for emotion recognition: a survey (2005)Multimodal approaches for emo…MAS-DGAT-Net: A dynamic graph attention network with multibranch feature extraction and staged fusion for EEG emotion recognition (2024)MAS-DGAT-Net: A dynamic graph…Bridge Graph Attention Based Graph Convolution Network With Multi-Scale Transformer for EEG Emotion Recognition (2024)Bridge Graph Attention Based …Functional connectivity-enhanced feature-grouped attention network for cross-subject EEG emotion recognition (2023)Functional connectivity-enhan…EmotionKD: A Cross-Modal Knowledge Distillation Framework for Emotion Recognition Based on Physiological Signals (2023)EmotionKD: A Cross-Modal Know…Cross-Subject EEG-Based Emotion Recognition via Semisupervised Multisource Joint Distribution Adaptation (2023)Cross-Subject EEG-Based Emoti…A revised version of the psychoticism scale (1985)Personality and Individual Differences (1985)DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)Identifying Stable Patterns over Time for Emotion Recognition from EEG (2017)Emotion recognition in human-computer interaction (2001)Spatial–Temporal Recurrent Neural Network for Emotion Recognition (2018)A systematic review on affective computing: emotion models, databases, and recent advances (2022)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)Emotion Recognition for Human-Robot Interaction: Recent Advances and Future Perspectives (2020)Emotion Recognition From Multi-Channel EEG via Deep Forest (2020)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Affective Computing (1997)EEG Based Emotion Recognition: A Tutorial and Review (2022)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Mechanism Design via Differential Privacy (2007)A Review of Emotion Recognition Using Physiological Signals (2018)EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)Pleasure-arousal-dominance: A general framework for describing and measuring individual differences in Temperament (1996)Emotions Recognition Using EEG Signals: A Survey (2017)Emotion Recognition From EEG Signal Focusing on Deep Learning and Shallow Learning Techniques (2021)Review of the emotional feature extraction and classification using EEG signals (2021)SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition (2020)EEG-Based Emotion Recognition Using Spatial-Temporal Graph Convolutional LSTM With Attention Mechanism (2022)Emotion recognition in EEG signals using deep learning methods: A review (2023)EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional neural network (2020)Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition (2022)A systematic survey on multimodal emotion recognition using learning algorithms (2023)
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References

  • 2015Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks2,616 cited
  • 2018EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks1,605 cited
  • 2018EmotionMeter: A Multimodal Framework for Recognizing Human Emotions1,274 cited
  • 2013Differential entropy feature for EEG-based emotion classification1,215 cited
  • 2020EEG-Based Emotion Recognition Using Regularized Graph Neural Networks914 cited
  • 2020EEG emotion recognition using fusion model of graph convolutional neural networks and LSTM468 cited
  • 2022Comparing Recognition Performance and Robustness of Multimodal Deep Learning Models for Multimodal Emotion Recognition455 cited
  • 2019GCB-Net: Graph Convolutional Broad Network and Its Application in Emotion Recognition396 cited
  • 2020A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition371 cited
  • 2017Review and Classification of Emotion Recognition Based on EEG Brain-Computer Interface System Research: A Systematic Review301 cited
  • 2019Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity292 cited
  • 2020Multi-channel EEG-based emotion recognition via a multi-level features guided capsule network220 cited
  • 2020A Channel-Fused Dense Convolutional Network for EEG-Based Emotion Recognition167 cited
  • 2005

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Multimodal approaches for emotion recognition: a survey
153 cited
  • 2020A Wearable EEG Instrument for Real-Time Frontal Asymmetry Monitoring in Worker Stress Analysis142 cited
  • 2018EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks and Broad Learning System123 cited
  • Cited by

    • 2024MAS-DGAT-Net: A dynamic graph attention network with multibranch feature extraction and staged fusion for EEG emotion recognition70 cited
    • 2023Functional connectivity-enhanced feature-grouped attention network for cross-subject EEG emotion recognition64 cited
    • 2024Bridge Graph Attention Based Graph Convolution Network With Multi-Scale Transformer for EEG Emotion Recognition62 cited
    • 2023EmotionKD: A Cross-Modal Knowledge Distillation Framework for Emotion Recognition Based on Physiological Signals60 cited
    • 2023Cross-Subject EEG-Based Emotion Recognition via Semisupervised Multisource Joint Distribution Adaptation49 cited