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Semi-Supervised Dual-Stream Self-Attentive Adversarial Graph Contrastive Learning for Cross-Subject EEG-Based Emotion Recognition
16 references·1 citing·28 second hop
Semi-Supervised Dual-Stream Self-Attentive Adversarial Graph Contrastive Learning for Cross-Subject EEG-Based Emotion Recognition (2024)Semi-Supervised Dual-Stream Self-Attentiv…Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition (2022)Contrastive Learning of Subje…Comparing Recognition Performance and Robustness of Multimodal Deep Learning Models for Multimodal Emotion Recognition (2022)Comparing Recognition Perform…Plug-and-Play Domain Adaptation for Cross-Subject EEG-based Emotion Recognition (2021)Plug-and-Play Domain Adaptati…MS-MDA: Multisource Marginal Distribution Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition (2021)MS-MDA: Multisource Marginal …EEG-Based Emotion Recognition Using Regularized Graph Neural Networks (2020)EEG-Based Emotion Recognition…An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals (2020)An Efficient LSTM Network for…A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition (2020)A Novel Bi-Hemispheric Discre…Multisource Transfer Learning for Cross-Subject EEG Emotion Recognition (2019)Multisource Transfer Learning…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…Cross-Subject Emotion Recognition Using Deep Adaptation Networks (2018)Cross-Subject Emotion Recogni…Real-Time Movie-Induced Discrete Emotion Recognition from EEG Signals (2017)Real-Time Movie-Induced Discr…Personalizing EEG-based affective models with transfer learning (2016)Personalizing EEG-based affec…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 …Identifying Stable EEG Patterns in Manipulation Task for Negative Emotion Recognition (2025)Identifying Stable EEG Patter…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)Emotions Recognition Using EEG Signals: A Survey (2017)Spatial–Temporal Recurrent Neural Network for Emotion Recognition (2018)A systematic review on affective computing: emotion models, databases, and recent advances (2022)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)Measuring emotion: The self-assessment manikin and the semantic differential (1994)Human emotion recognition using deep belief network architecture (2018)MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion Recognition (2019)Time–Frequency Representation and Convolutional Neural Network-Based Emotion Recognition (2020)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)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 From Multimodal Physiological Signals Using a Regularized Deep Fusion of Kernel Machine (2020)EEG-based emotion recognition using an end-to-end regional-asymmetric convolutional neural network (2020)Emotion recognition in EEG signals using deep learning methods: A review (2023)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
  • 2022Comparing Recognition Performance and Robustness of Multimodal Deep Learning Models for Multimodal Emotion Recognition455 cited
  • 2020A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition371 cited
  • 2020An Efficient LSTM Network for Emotion Recognition From Multichannel EEG Signals361 cited
  • 2017Real-Time Movie-Induced Discrete Emotion Recognition from EEG Signals357 cited
  • 2019Multisource Transfer Learning for Cross-Subject EEG Emotion Recognition355 cited
  • 2022Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition300 cited
  • 2019Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity292 cited
  • 2021MS-MDA: Multisource Marginal Distribution Adaptation for Cross-Subject and Cross-Session EEG Emotion Recognition228 cited
  • 2018Cross-Subject Emotion Recognition Using Deep Adaptation Networks

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215 cited
  • 2016Personalizing EEG-based affective models with transfer learning167 cited
  • 2021Plug-and-Play Domain Adaptation for Cross-Subject EEG-based Emotion Recognition150 cited
  • Cited by

    • 2025Identifying Stable EEG Patterns in Manipulation Task for Negative Emotion Recognition51 cited