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A multi-domain constraint learning system inspired by adaptive cognitive graphs for emotion recognition
16 references·0 citing·36 second hop
A multi-domain constraint learning system inspired by adaptive cognitive graphs for emotion recognition (2025)A multi-domain constraint learning system…PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition (2024)PGCN: Pyramidal Graph Convolu…TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition (2022)TSception: Capturing Temporal…GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition (2022)GMSS: Graph-Based Multi-Task …Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition (2022)Contrastive Learning of Subje…SparseDGCNN: Recognizing Emotion From Multichannel EEG Signals (2021)SparseDGCNN: Recognizing Emot…Multi-channel EEG-based emotion recognition via a multi-level features guided capsule network (2020)Multi-channel EEG-based emoti…Emotion Recognition From Multi-Channel EEG via Deep Forest (2020)Emotion Recognition From Mult…EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention (2020)EEG-Based Emotion Recognition…An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals (2020)An Efficient LSTM Network for…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…Self-report captures 27 distinct categories of emotion bridged by continuous gradients (2017)Self-report captures 27 disti…DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices (2017)DREAMER: A Database for Emoti…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 …Emotion-regulation strategies across psychopathology: A meta-analytic review (2009)Emotion-regulation strategies…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)The Measurement of Observer Agreement for Categorical Data (1977)Operating Characteristics of a Rank Correlation Test for Publication Bias (1994)Principles and Practice of Structural Equation Modeling (1998)Dealing with feeling: A meta-analysis of the effectiveness of strategies derived from the process model of emotion regulation. (2012)The benefits of playing video games. (2013)Emotion Regulation: Current Status and Future Prospects (2015)A circumplex model of affect. (1980)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)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)The Satisfaction With Life Scale (1985)Emotion semantics show both cultural variation and universal structure (2019)Uncovering the structure of self-regulation through data-driven ontology discovery (2019)Recognition of human emotions using EEG signals: A review (2021)Affective Computing (1997)EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)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)Toward machine emotional intelligence: analysis of affective physiological state (2001)EEG-Based Emotion Recognition Using Spatial-Temporal Graph Convolutional LSTM With Attention Mechanism (2022)EEG emotion recognition based on the attention mechanism and pre-trained convolution capsule network (2023)Emotion recognition in EEG signals using deep learning methods: A review (2023)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)Emotions Recognition Using EEG Signals: A Survey (2017)Effective Emotion Recognition by Learning Discriminative Graph Topologies in EEG Brain Networks (2023)Light-weight residual convolution-based capsule network for EEG emotion recognition (2024)EmT: A Novel Transformer for Generalized Cross-Subject EEG Emotion Recognition (2025)
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References

  • 2009Emotion-regulation strategies across psychopathology: A meta-analytic review6,849 cited
  • 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
  • 2017DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices1,142 cited
  • 2017Self-report captures 27 distinct categories of emotion bridged by continuous gradients894 cited
  • 2020EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention588 cited
  • 2022TSception: Capturing Temporal Dynamics and Spatial Asymmetry From EEG for Emotion Recognition440 cited
  • 2020An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals361 cited
  • 2022Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition300 cited
  • 2020Emotion Recognition From Multi-Channel EEG via Deep Forest249 cited
  • 2020Multi-channel EEG-based emotion recognition via a multi-level features guided capsule network220 cited
  • 2022GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition

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209 cited
  • 2021SparseDGCNN: Recognizing Emotion From Multichannel EEG Signals185 cited
  • 2024PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition152 cited
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